{"id":1120,"date":"2014-09-15T01:23:15","date_gmt":"2014-09-14T23:23:15","guid":{"rendered":"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/konen\/?page_id=1120"},"modified":"2020-07-05T12:16:30","modified_gmt":"2020-07-05T10:16:30","slug":"connect-4","status":"publish","type":"page","link":"https:\/\/blogs.gm.fh-koeln.de\/konen\/projects\/games\/connect-4\/","title":{"rendered":"Connect-4"},"content":{"rendered":"<div class=\"twoclick_social_bookmarks_post_1120 social_share_privacy clearfix 1.6.4 locale-de_DE sprite-de_DE\"><\/div><div class=\"twoclick-js\"><script type=\"text\/javascript\">\/* <![CDATA[ *\/\njQuery(document).ready(function($){if($('.twoclick_social_bookmarks_post_1120')){$('.twoclick_social_bookmarks_post_1120').socialSharePrivacy({\"txt_help\":\"Wenn Sie diese Felder durch einen Klick aktivieren, werden Informationen an Facebook, Twitter, Flattr, Xing, t3n, LinkedIn, Pinterest oder Google eventuell ins Ausland \\u00fcbertragen und unter Umst\\u00e4nden auch dort gespeichert. N\\u00e4heres erfahren Sie durch einen Klick auf das <em>i<\\\/em>.\",\"settings_perma\":\"Dauerhaft aktivieren und Daten\\u00fcber-tragung zustimmen:\",\"info_link\":\"http:\\\/\\\/www.heise.de\\\/ct\\\/artikel\\\/2-Klicks-fuer-mehr-Datenschutz-1333879.html\",\"uri\":\"https:\\\/\\\/blogs.gm.fh-koeln.de\\\/konen\\\/projects\\\/games\\\/connect-4\\\/\",\"post_id\":1120,\"post_title_referrer_track\":\"Connect-4\",\"display_infobox\":\"on\"});}});\n\/* ]]> *\/<\/script><\/div><p class=\"lead\"><span style=\"font-size:18px\"><strong>Connect-4 Game Playing Framework (C4GPF)<img loading=\"lazy\" decoding=\"async\" align=\"right\" alt=\"c4board\" height=\"239\" hspace=\"2\" src=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/konen\/wp-content\/uploads\/c4boardv2(2).png\" title=\"Connect-4 board. Red to move. Red is under zugzwang and will loose the game. The numbers indicate the states of some so-called &quot;n-tuples&quot;.\" vspace=\"4\" width=\"261\" \/><\/strong><br \/>\n\t<\/span><\/p>\n<p><strong><a href=\"http:\/\/github.com\/MarkusThill\/Connect-Four\">Download C4GPF from GitHub<br \/>\n\t<\/a><\/strong><\/p>\n<p><span style=\"font-size:14px\"><a href=\"http:\/\/en.wikipedia.org\/wiki\/Connect_Four\">Connect-4<\/a> (Connect-Four) is an interesting game for several reasons. It is a non-trivial game, most humans will have difficulties to play well against a master level player (human or computer). At the same time it is of medium complexity (4.5&middot;10<sup>12<\/sup> states). It can be solved by tree-based methods (minimax, alpha-beta pruning).<br \/>\n\t<\/span><\/p>\n<p><span style=\"font-size:14px\">Over the last years we have worked on a Java-based Connect-4 framework which makes it easily to develop, test and play with trainable Connect-4 agents. This work is now ready to be shared with other interested researchers or game-playing users. You can download it for your own research from <a href=\"https:\/\/github.com\/MarkusThill\/Connect-Four\">this GitHub link<\/a>.<\/span><\/p>\n<p><span style=\"font-size:14px\">&quot;Why another Connect-4 program?&quot;, you might ask. There are many Connect-4 realizations, but &#8211; at least to our knowledge &#8211; no other one which incorporates a fast-playing perfect player. <\/span><span style=\"font-size:14px\"><span lang=\"EN-US\">This player can be used to benchmark the strength of other, self-trained agents. We derived a variety of trainable agents (more details in our <a href=\"https:\/\/groups.google.com\/forum\/#!topic\/cigames\/MSI4WkOA0Yg\">recent TCIAIG-paper &quot;Online Adaptable Learning Rates for the Game Connect-4&quot;<\/a>). <\/span><\/span><span style=\"font-size:14px\">We have developed the framework in such a way that it is for an experienced Java programmer fairly easy to add his \/ her own agent. Once added, several methods for evaluation are at the disposal of the user. <\/span><\/p>\n<p><span style=\"font-size:14px\">So we want to encourage with this Connect-4 framework other researchers to benchmark their game-playing agents against other Connect-4 agents with well-known strength. If you are interested in having your Connect-4 agent being added to the C4GPF framework, feel free to contact us via eMail. <\/span><\/p>\n<p><span style=\"font-size:14px\">Features of C4GPF:<\/span><\/p>\n<ul>\n<li><span style=\"font-size:14px\">built-in reinforcement learning agent (<\/span><span style=\"font-size:14px\">TD-learning) <\/span><\/li>\n<li><span style=\"font-size:14px\">eligibility traces<br \/>\n\t\t<\/span><\/li>\n<li><span style=\"font-size:14px\">several adaptive step-size learning schemes: TCL, IDBD, &#8230;<\/span><\/li>\n<li><span style=\"font-size:14px\">N-tuple features<br \/>\n\t\t<\/span><\/li>\n<li><span style=\"font-size:14px\">perfect-playing Minimax agent with alpha-beta pruning and opening book<br \/>\n\t\t<\/span><\/li>\n<li><span style=\"font-size:14px\">interface &quot;Agent.java&quot; for easy plug-in of new agents<br \/>\n\t\t<\/span><\/li>\n<li><span style=\"font-size:14px\">several benchmarking options (competitions, move inspections, &#8230;)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-size:14px\">Getting started: <br \/>\n\t<\/span><\/p>\n<ul>\n<li><span style=\"font-size:14px\">Read the file CFour\/READM.txt on GitHub<br \/>\n\t\t<\/span><\/li>\n<li><span style=\"font-size:14px\">Read the file CFour\/src\/doc\/index.htm<\/span><span style=\"font-size:14px\"><span lang=\"EN-US\"> = CFour\/src\/doc\/Help.pdf<\/span> (help file for the <\/span><span style=\"font-size:14px\"><span style=\"font-size:14px\">GUI of <\/span>C4GPF)<\/span><\/li>\n<\/ul>\n<p><span style=\"font-size:14px\">Authors of C4GPF:<br \/>\n\t<\/span><\/p>\n<ul>\n<li><span style=\"font-size:14px\">Markus Thill (markus.thill &quot;at&quot; fh-koeln.de) <br \/>\n\t\t<\/span><\/li>\n<li><span style=\"font-size:14px\">Wolfgang Konen (wolfgang.konen &quot;at&quot; fh-koeln.de)<br \/>\n\t\t<\/span><\/li>\n<\/ul>\n<p><strong><a href=\"http:\/\/github.com\/MarkusThill\/Connect-Four\">Download C4GPF from GitHub<br \/>\n\t<\/a><\/strong><\/p>\n<p><span style=\"font-size:14px\"><br \/>\n\t<\/span><\/p>\n<p><span style=\"font-size:18px\"><strong>Publications Games<br \/>\n\t<\/strong><\/span><\/p>\n<div class=\"teachpress_pub_list\"><form name=\"tppublistform\" method=\"get\"><a name=\"tppubs\" id=\"tppubs\"><\/a><\/form><div class=\"teachpress_publication_list\"><h3 class=\"tp_h3\" id=\"tp_h3_2025\">2025<\/h3><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> P\u00fcschel, Leon<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2183','tp_links')\" style=\"cursor:pointer;\">Integration von Stable Baselines3 Agenten in das GBG-Framework: Eine Java-Python-Schnittstelle zur Nutzung von Gymnasium und SB3 im GBG\u0000<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln \u2013 University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2025<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2183\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2183','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2183\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2183','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2183\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Pueschel2025,<br \/>\r\ntitle = {Integration von Stable Baselines3 Agenten in das GBG-Framework: Eine Java-Python-Schnittstelle zur Nutzung von Gymnasium und SB3 im GBG\u0000},<br \/>\r\nauthor = {Leon P\u00fcschel},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Leon_Pueschel2025_final.pdf},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-06-01},<br \/>\r\nschool = {TH K\u00f6ln \u2013 University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2183','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2183\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Leon_Pueschel2025_final.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Leon_Pueschel2025_final.p[...]\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Leon_Pueschel2025_final.p[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2183','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> W\u00f6hler, Simon<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2182','tp_links')\" style=\"cursor:pointer;\">Verbesserung der Analyse von Rubiks-Cube-Algorithmen: Ein visueller Ansatz zum Vergleich von Reinforcement Learning und dem Kociemba Zwei-Phasen-Algorithmus<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln \u2013 University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2025<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2182\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2182','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2182\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2182','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2182\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Woehler2025,<br \/>\r\ntitle = {Verbesserung der Analyse von Rubiks-Cube-Algorithmen: Ein visueller Ansatz zum Vergleich von Reinforcement Learning und dem Kociemba Zwei-Phasen-Algorithmus},<br \/>\r\nauthor = {Simon W\u00f6hler},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Woehler2025_final.pdf},<br \/>\r\nyear  = {2025},<br \/>\r\ndate = {2025-05-01},<br \/>\r\nschool = {TH K\u00f6ln \u2013 University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2182','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2182\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Woehler2025_final.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Woehler2025_final.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Woehler2025_final.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2182','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2024\">2024<\/h3><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Albers, Alexander<\/p><p class=\"tp_pub_title\">Der Einfluss einer intuitiveren graphischen UI und weiteren spielunterst\u00fctzenden Features auf den Spielerfolg und Spielspa\u00df im Spiel \u00d6kolopoly\u0000 <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln \u2013 University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2024<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2176\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2176','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2176\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Albers2024,<br \/>\r\ntitle = {Der Einfluss einer intuitiveren graphischen UI und weiteren spielunterst\u00fctzenden Features auf den Spielerfolg und Spielspa\u00df im Spiel \u00d6kolopoly\u0000},<br \/>\r\nauthor = {Alexander Albers},<br \/>\r\nyear  = {2024},<br \/>\r\ndate = {2024-12-01},<br \/>\r\nschool = {TH K\u00f6ln \u2013 University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2176','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Marcus, Tobias<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2175','tp_links')\" style=\"cursor:pointer;\">Untersuchung von stochastischen und nicht-stochastischen Reinforcement-Learning-Algorithmen f\u00fcr Blackjack und Kuhn Poker\u0000<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln \u2013 University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2024<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2175\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2175','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2175\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2175','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2175\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Marcus2024,<br \/>\r\ntitle = {Untersuchung von stochastischen und nicht-stochastischen Reinforcement-Learning-Algorithmen f\u00fcr Blackjack und Kuhn Poker\u0000},<br \/>\r\nauthor = {Tobias Marcus},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-TMarcus2024-final.pdf},<br \/>\r\nyear  = {2024},<br \/>\r\ndate = {2024-07-01},<br \/>\r\nschool = {TH K\u00f6ln \u2013 University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2175','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2175\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-TMarcus2024-final.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-TMarcus2024-final.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-TMarcus2024-final.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2175','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2023\">2023<\/h3><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2163','tp_links')\" style=\"cursor:pointer;\">Towards Learning Rubik's Cube with N-tuple-based Reinforcement Learning<\/a> <span class=\"tp_pub_type tp_  article\">Artikel<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">arXiv preprint arXiv:2301.12167, <\/span><span class=\"tp_pub_additional_year\">2023<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2163\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2163','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2163\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2163','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2163\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Konen2023b,<br \/>\r\ntitle = {Towards Learning Rubik's Cube with N-tuple-based Reinforcement Learning},<br \/>\r\nauthor = {Wolfgang Konen},<br \/>\r\nurl = {https:\/\/arxiv.org\/abs\/2301.12167},<br \/>\r\nyear  = {2023},<br \/>\r\ndate = {2023-01-01},<br \/>\r\njournal = {arXiv preprint arXiv:2301.12167},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2163','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2163\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-arxiv\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/arxiv.org\/abs\/2301.12167\" title=\"https:\/\/arxiv.org\/abs\/2301.12167\" target=\"_blank\">https:\/\/arxiv.org\/abs\/2301.12167<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2163','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Seven, Meltem<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2166','tp_links')\" style=\"cursor:pointer;\">KI-Agenten im Vergleich: Erfolg von Agenten des Ludii General Game Systems in Partien gegen perfekte oder starke Agenten am Beispiel der Spiele Vier Gewinnt, Nim und Othello<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln \u2013 University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2023<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2166\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2166','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2166\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2166','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2166\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Seven2023,<br \/>\r\ntitle = {KI-Agenten im Vergleich: Erfolg von Agenten des Ludii General Game Systems in Partien gegen perfekte oder starke Agenten am Beispiel der Spiele Vier Gewinnt, Nim und Othello},<br \/>\r\nauthor = {Meltem Seven},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Meltem-Seven-final.pdf},<br \/>\r\nyear  = {2023},<br \/>\r\ndate = {2023-01-01},<br \/>\r\nschool = {TH K\u00f6ln \u2013 University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2166','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2166\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Meltem-Seven-final.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Meltem-Seven-final.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Meltem-Seven-final.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2166','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2022\">2022<\/h3><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2157','tp_links')\" style=\"cursor:pointer;\">The GBG Class Interface Tutorial V2.3: General Board Game Playing and Learning<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">TH K\u00f6ln <\/span><span class=\"tp_pub_additional_year\">2022<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2157\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2157','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2157\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2157','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2157\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Konen2022a,<br \/>\r\ntitle = {The GBG Class Interface Tutorial V2.3: General Board Game Playing and Learning},<br \/>\r\nauthor = {Wolfgang Konen},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen22a.d\/TR-GBG.pdf},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-09-01},<br \/>\r\ninstitution = {TH K\u00f6ln},<br \/>\r\nschool = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2157','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2157\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen22a.d\/TR-GBG.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen22a.d\/TR-GBG.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen22a.d\/TR-GBG.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2157','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Fabig, Niklas<\/p><p class=\"tp_pub_title\">Reinforcement Learning f\u00fcr Standard Operating Procedures einer Atomkraftwerkssimulation <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2022<\/span><span class=\"tp_pub_additional_note\">, (Master thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2156\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2156','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2156\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Fabig2022,<br \/>\r\ntitle = {Reinforcement Learning f\u00fcr Standard Operating Procedures einer Atomkraftwerkssimulation},<br \/>\r\nauthor = {Niklas Fabig},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-08-01},<br \/>\r\nurldate = {2022-08-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Master thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2156','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Weitz, Ann<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2154','tp_links')\" style=\"cursor:pointer;\">Untersuchung von selbstlernenden Reinforcement Learning Agenten im computergenerierten Spiel Yavalath<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2022<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2154\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2154','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2154\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2154','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2154\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Weitz2022b,<br \/>\r\ntitle = {Untersuchung von selbstlernenden Reinforcement Learning Agenten im computergenerierten Spiel Yavalath},<br \/>\r\nauthor = {Ann Weitz},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Weitz-final-2022.pdf},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-05-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2154','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2154\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Weitz-final-2022.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Weitz-final-2022.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Weitz-final-2022.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2154','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Raycheva, Ralitsa<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2147','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning in Simulationsspielen: Repr\u00e4sentation von gro\u00dfen Aktions- und Zustandsr\u00e4umen am Beispiel von \u00d6kolopoly<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2022<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2147\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2147','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2147\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2147','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2147\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Raycheva2022,<br \/>\r\ntitle = {Reinforcement Learning in Simulationsspielen: Repr\u00e4sentation von gro\u00dfen Aktions- und Zustandsr\u00e4umen am Beispiel von \u00d6kolopoly},<br \/>\r\nauthor = {Ralitsa Raycheva},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Raycheva2022-final.pdf},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-02-01},<br \/>\r\nurldate = {2022-02-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2147','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2147\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Raycheva2022-final.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Raycheva2022-final.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Raycheva2022-final.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2147','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> C\u00f6ln, Julian<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2149','tp_links')\" style=\"cursor:pointer;\">KI-Konzepte f\u00fcr das Erlernen nicht-deterministischer Spiele am Beispiel von &quot;EinStein w\u00fcrfelt nicht!&quot;<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2022<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2149\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2149','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2149\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2149','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2149\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{C\u00f6ln2022,<br \/>\r\ntitle = {KI-Konzepte f\u00fcr das Erlernen nicht-deterministischer Spiele am Beispiel von \"EinStein w\u00fcrfelt nicht!\"},<br \/>\r\nauthor = {Julian C\u00f6ln},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Julian_Coeln2021-final.pdf},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-02-01},<br \/>\r\nurldate = {2022-02-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2149','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2149\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Julian_Coeln2021-final.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Julian_Coeln2021-final.pd[...]\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Julian_Coeln2021-final.pd[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2149','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Weitz, Ann<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2152','tp_links')\" style=\"cursor:pointer;\">Entwicklung einer allgemeinen Schnittstelle zwischen Ludii und dem GBG Framework<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">TH K\u00f6ln -- University of Applied Sciences <\/span><span class=\"tp_pub_additional_year\">2022<\/span><span class=\"tp_pub_additional_note\">, (Praxisprojekt)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2152\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2152','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2152\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2152','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2152\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Weitz2022,<br \/>\r\ntitle = {Entwicklung einer allgemeinen Schnittstelle zwischen Ludii und dem GBG Framework},<br \/>\r\nauthor = {Ann Weitz},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP-Doku-Weitz-2022-02.pdf},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-02-01},<br \/>\r\ninstitution = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Praxisprojekt},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2152','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2152\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP-Doku-Weitz-2022-02.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP-Doku-Weitz-2022-02.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP-Doku-Weitz-2022-02.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2152','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Scheiermann, Johannes;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2159','tp_links')\" style=\"cursor:pointer;\">AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time<\/a> <span class=\"tp_pub_type tp_  article\">Artikel<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">IEEE Transactions on Games, <\/span><span class=\"tp_pub_additional_year\">2022<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2159\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2159','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2159\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2159','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2159\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Scheier2022,<br \/>\r\ntitle = {AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time},<br \/>\r\nauthor = {Johannes Scheiermann and Wolfgang Konen},<br \/>\r\nurl = {https:\/\/ieeexplore.ieee.org\/document\/9893320},<br \/>\r\ndoi = {10.1109\/TG.2022.3206733},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-01-01},<br \/>\r\njournal = {IEEE Transactions on Games},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2159','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2159\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/ieeexplore.ieee.org\/document\/9893320\" title=\"https:\/\/ieeexplore.ieee.org\/document\/9893320\" target=\"_blank\">https:\/\/ieeexplore.ieee.org\/document\/9893320<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1109\/TG.2022.3206733\" title=\"Folge der DOI-Nummer:10.1109\/TG.2022.3206733\" target=\"_blank\">doi:10.1109\/TG.2022.3206733<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2159','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Scheiermann, Johannes;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2160','tp_links')\" style=\"cursor:pointer;\">AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time<\/a> <span class=\"tp_pub_type tp_  article\">Artikel<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">arXiv preprint arXiv:2204.13307, <\/span><span class=\"tp_pub_additional_year\">2022<\/span><span class=\"tp_pub_additional_note\">, (Preprint of the IEEE ToG 2022 paper)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2160\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2160','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2160\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2160','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2160\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Scheier2022arXiv,<br \/>\r\ntitle = {AlphaZero-Inspired Game Learning: Faster Training by Using MCTS Only at Test Time},<br \/>\r\nauthor = {Johannes Scheiermann and Wolfgang Konen},<br \/>\r\nurl = {https:\/\/arxiv.org\/abs\/2204.13307},<br \/>\r\nyear  = {2022},<br \/>\r\ndate = {2022-01-01},<br \/>\r\nurldate = {2022-01-01},<br \/>\r\njournal = {arXiv preprint arXiv:2204.13307},<br \/>\r\nnote = {Preprint of the IEEE ToG 2022 paper},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2160','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2160\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-arxiv\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/arxiv.org\/abs\/2204.13307\" title=\"https:\/\/arxiv.org\/abs\/2204.13307\" target=\"_blank\">https:\/\/arxiv.org\/abs\/2204.13307<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2160','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2021\">2021<\/h3><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Meissner, Simon<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2136','tp_links')\" style=\"cursor:pointer;\">Untersuchung des Spiel- und Lernerfolgs k\u00fcnstlicher Intelligenzen f\u00fcr ein nichtdeterministisches Spiel mit imperfekten Informationen: Blackjack in der Game-Learning-Umgebung \u2019General Board Game\u2019 (GBG)<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2021<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2136\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2136','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2136\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2136','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2136\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Meissner2021,<br \/>\r\ntitle = {Untersuchung des Spiel- und Lernerfolgs k\u00fcnstlicher Intelligenzen f\u00fcr ein nichtdeterministisches Spiel mit imperfekten Informationen: Blackjack in der Game-Learning-Umgebung \u2019General Board Game\u2019 (GBG)},<br \/>\r\nauthor = {Simon Meissner},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Meissner-final-2021.pdf},<br \/>\r\nyear  = {2021},<br \/>\r\ndate = {2021-12-01},<br \/>\r\nurldate = {2021-12-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2136','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2136\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Meissner-final-2021.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Meissner-final-2021.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-Meissner-final-2021.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2136','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Zeh, Tim<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2137','tp_links')\" style=\"cursor:pointer;\">Untersuchung von allgemeinen KI-Agenten f\u00fcr das Spiel Poker im General Board Games Framework<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2021<\/span><span class=\"tp_pub_additional_note\">, (Master thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2137\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2137','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2137\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2137','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2137\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Zeh2021,<br \/>\r\ntitle = {Untersuchung von allgemeinen KI-Agenten f\u00fcr das Spiel Poker im General Board Games Framework},<br \/>\r\nauthor = {Tim Zeh},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_Zeh_final_Poker-GBG-2021.pdf},<br \/>\r\nyear  = {2021},<br \/>\r\ndate = {2021-01-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Master thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2137','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2137\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_Zeh_final_Poker-GBG-2021.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_Zeh_final_Poker-GBG-2021.p[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_Zeh_final_Poker-GBG-2021.p[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2137','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Raycheva, Ralitsa<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2138','tp_links')\" style=\"cursor:pointer;\">Erstellung eines Custom Environments in OpenAI Gym f\u00fcr das Spiel \u00d6kolopoly<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">TH K\u00f6ln -- University of Applied Sciences <\/span><span class=\"tp_pub_additional_year\">2021<\/span><span class=\"tp_pub_additional_note\">, (Praxisprojekt)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2138\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2138','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2138\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2138','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2138\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Raycheva2021,<br \/>\r\ntitle = {Erstellung eines Custom Environments in OpenAI Gym f\u00fcr das Spiel \u00d6kolopoly},<br \/>\r\nauthor = {Ralitsa Raycheva},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP_Oekolopoly_Raycheva_final.pdf},<br \/>\r\nyear  = {2021},<br \/>\r\ndate = {2021-01-01},<br \/>\r\ninstitution = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Praxisprojekt},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2138','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2138\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP_Oekolopoly_Raycheva_final.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP_Oekolopoly_Raycheva_final.[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/PP_Oekolopoly_Raycheva_final.[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2138','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Bagheri, Samineh<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2143','tp_links')\" style=\"cursor:pointer;\">Final adaptation reinforcement learning for N-player games<\/a> <span class=\"tp_pub_type tp_  article\">Artikel<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">arXiv preprint arXiv:2111.14375, <\/span><span class=\"tp_pub_additional_year\">2021<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2143\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2143','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2143\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2143','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2143\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{konen2021final,<br \/>\r\ntitle = {Final adaptation reinforcement learning for N-player games},<br \/>\r\nauthor = {Wolfgang Konen and Samineh Bagheri},<br \/>\r\nurl = {https:\/\/arxiv.org\/abs\/2111.14375},<br \/>\r\nyear  = {2021},<br \/>\r\ndate = {2021-01-01},<br \/>\r\njournal = {arXiv preprint arXiv:2111.14375},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2143','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2143\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-arxiv\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/arxiv.org\/abs\/2111.14375\" title=\"https:\/\/arxiv.org\/abs\/2111.14375\" target=\"_blank\">https:\/\/arxiv.org\/abs\/2111.14375<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2143','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2020\">2020<\/h3><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Scheiermann, Johannes<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2129','tp_links')\" style=\"cursor:pointer;\">AlphaZero-inspirierte KI-Agenten im General Board Game Playing<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2020<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2129\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2129','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2129\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2129','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2129\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Scheier2020b,<br \/>\r\ntitle = {AlphaZero-inspirierte KI-Agenten im General Board Game Playing},<br \/>\r\nauthor = {Johannes Scheiermann},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Scheiermann_final.pdf},<br \/>\r\nyear  = {2020},<br \/>\r\ndate = {2020-12-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2129','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2129\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Scheiermann_final.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Scheiermann_final.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_Scheiermann_final.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2129','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Bagheri, Samineh<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2120','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning for N-Player Games: The Importance of Final Adaptation<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Vasile, Massimiliano;  Filipic, Bogdan (Hrsg.): <span class=\"tp_pub_additional_booktitle\">9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)\r\n, <\/span><span class=\"tp_pub_additional_address\">Bruxelles. Video (15 min) + slides available at https:\/\/youtu.be\/OcpX7ITeH9w, <\/span><span class=\"tp_pub_additional_year\">2020<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2120\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2120','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2120\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2120','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2120\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Konen20b,<br \/>\r\ntitle = {Reinforcement Learning for N-Player Games: The Importance of Final Adaptation},<br \/>\r\nauthor = {Wolfgang Konen and Samineh Bagheri},<br \/>\r\neditor = {Massimiliano Vasile and Bogdan Filipic },<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b.d\/bioma20-TDNTuple.pdf},<br \/>\r\nyear  = {2020},<br \/>\r\ndate = {2020-10-01},<br \/>\r\nurldate = {2020-10-01},<br \/>\r\nbooktitle = {9th International Conference on Bioinspired Optimisation Methods and Their Applications (BIOMA)<br \/>\r\n},<br \/>\r\naddress = {Bruxelles. Video (15 min) + slides available at https:\/\/youtu.be\/OcpX7ITeH9w},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2120','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2120\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b.d\/bioma20-TDNTuple.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b.d\/bioma20-TDNTuple.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b.d\/bioma20-TDNTuple.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2120','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2125','tp_links')\" style=\"cursor:pointer;\">The GBG Class Interface Tutorial V2.2: General Board Game Playing and Learning<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Research Center CIOP (Computational Intelligence, Optimization and Data Mining), Oct <\/span><span class=\"tp_pub_additional_year\">2020<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2125\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2125','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2125\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2125','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2125\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Konen20d,<br \/>\r\ntitle = {The GBG Class Interface Tutorial V2.2: General Board Game Playing and Learning},<br \/>\r\nauthor = {Wolfgang Konen},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20d.d\/TR-GBG.pdf},<br \/>\r\nyear  = {2020},<br \/>\r\ndate = {2020-01-10},<br \/>\r\nurldate = {2020-01-10},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining), Oct},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2125','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2125\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20d.d\/TR-GBG.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20d.d\/TR-GBG.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20d.d\/TR-GBG.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2125','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Bagheri, Samineh<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2121','tp_links')\" style=\"cursor:pointer;\">Final Adaptation Reinforcement Learning for N-Player Games<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Research Center CIOP (Computational Intelligence, Optimization and Data Mining) <\/span><span class=\"tp_pub_additional_year\">2020<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2121\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2121','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2121\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2121','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2121\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Konen20b_TR,<br \/>\r\ntitle = {Final Adaptation Reinforcement Learning for N-Player Games},<br \/>\r\nauthor = {Wolfgang Konen and Samineh Bagheri},<br \/>\r\nurl = {https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b_TR.d\/Konen20b_TR.pdf},<br \/>\r\nyear  = {2020},<br \/>\r\ndate = {2020-01-01},<br \/>\r\nurldate = {2020-01-01},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2121','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2121\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b_TR.d\/Konen20b_TR.pdf\" title=\"https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b_TR.d\/Konen20b_TR.pdf\" target=\"_blank\">https:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen20b_TR.d\/Konen20b_TR.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2121','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Scheiermann, Johannes<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2127','tp_links')\" style=\"cursor:pointer;\">Sind (trainierte) General-Purpose-RL-Agenten im Brettspiel Othello st\u00e4rker als (untrainierte) General-Game-Playing Agenten?<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">TH K\u00f6ln, Institut f\u00fcr Informatik <\/span><span class=\"tp_pub_additional_year\">2020<\/span><span class=\"tp_pub_additional_note\">, (Praxisprojekt)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2127\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2127','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2127\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2127','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2127\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Scheier2020,<br \/>\r\ntitle = {Sind (trainierte) General-Purpose-RL-Agenten im Brettspiel Othello st\u00e4rker als (untrainierte) General-Game-Playing Agenten?},<br \/>\r\nauthor = {Johannes Scheiermann},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Prj-Scheiermann-2020-08.pdf},<br \/>\r\nyear  = {2020},<br \/>\r\ndate = {2020-01-01},<br \/>\r\ninstitution = {TH K\u00f6ln, Institut f\u00fcr Informatik},<br \/>\r\nnote = {Praxisprojekt},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2127','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2127\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Prj-Scheiermann-2020-08.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Prj-Scheiermann-2020-08.p[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Prj-Scheiermann-2020-08.p[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2127','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2019\">2019<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2110','tp_links')\" style=\"cursor:pointer;\">General Board Game Playing for Education and Research in Generic AI Game Learning<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Perez, Diego;  Mostaghim, Sanaz;  Lucas, Simon (Hrsg.): <span class=\"tp_pub_additional_booktitle\">IEEE Conference on Games, <\/span><span class=\"tp_pub_additional_address\">London, <\/span><span class=\"tp_pub_additional_year\">2019<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2110\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2110','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2110\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2110','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2110\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Konen19b,<br \/>\r\ntitle = {General Board Game Playing for Education and Research in Generic AI Game Learning},<br \/>\r\nauthor = {Wolfgang Konen},<br \/>\r\neditor = {Diego Perez and Sanaz Mostaghim and Simon Lucas},<br \/>\r\nurl = {https:\/\/arxiv.org\/pdf\/1907.06508},<br \/>\r\nyear  = {2019},<br \/>\r\ndate = {2019-08-20},<br \/>\r\nbooktitle = {IEEE Conference on Games},<br \/>\r\naddress = {London},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2110','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2110\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-arxiv\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/arxiv.org\/pdf\/1907.06508\" title=\"https:\/\/arxiv.org\/pdf\/1907.06508\" target=\"_blank\">https:\/\/arxiv.org\/pdf\/1907.06508<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2110','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2109','tp_links')\" style=\"cursor:pointer;\">The GBG Class Interface Tutorial V2.0: General Board Game Playing and Learning<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Research Center CIOP (Computational Intelligence, Optimization and Data Mining) <\/span><span class=\"tp_pub_additional_year\">2019<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2109\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2109','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2109\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2109','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2109\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Konen19a,<br \/>\r\ntitle = {The GBG Class Interface Tutorial V2.0: General Board Game Playing and Learning},<br \/>\r\nauthor = {Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone19a.d\/TR-GBG.pdf},<br \/>\r\nyear  = {2019},<br \/>\r\ndate = {2019-01-01},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2109','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2109\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone19a.d\/TR-GBG.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone19a.d\/TR-GBG.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone19a.d\/TR-GBG.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2109','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Barsnick, Felix<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2112','tp_links')\" style=\"cursor:pointer;\">Implementierung und Untersuchung eines Turniersystems f\u00fcr KI-Agenten in Brettspielen<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2019<\/span><span class=\"tp_pub_additional_note\">, (Master thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2112\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2112','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2112\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2112','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2112\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Barsnick2019,<br \/>\r\ntitle = {Implementierung und Untersuchung eines Turniersystems f\u00fcr KI-Agenten in Brettspielen},<br \/>\r\nauthor = {Felix Barsnick},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_MMI_Barsnick-2019-04-final.pdf},<br \/>\r\nyear  = {2019},<br \/>\r\ndate = {2019-01-01},<br \/>\r\ninstitution = {Institut f\u00fcr Informatik},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Master thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2112','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2112\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_MMI_Barsnick-2019-04-final.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_MMI_Barsnick-2019-04-final[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA_MMI_Barsnick-2019-04-final[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2112','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> C\u00f6ln, Julian;  Dittmar, Yannick<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2128','tp_links')\" style=\"cursor:pointer;\">Untersuchung von KI Agenten im Spiel Othello<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">TH K\u00f6ln, Institut f\u00fcr Informatik <\/span><span class=\"tp_pub_additional_year\">2019<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2128\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2128','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2128\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2128','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2128\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{C\u00f6ln2019,<br \/>\r\ntitle = {Untersuchung von KI Agenten im Spiel Othello},<br \/>\r\nauthor = {Julian C\u00f6ln and Yannick Dittmar},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Proj-DittmarCoeln-2019-12.pdf},<br \/>\r\nyear  = {2019},<br \/>\r\ndate = {2019-01-01},<br \/>\r\ninstitution = {TH K\u00f6ln, Institut f\u00fcr Informatik},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2128','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2128\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Proj-DittmarCoeln-2019-12.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Proj-DittmarCoeln-2019-12[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/INF-Proj-DittmarCoeln-2019-12[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2128','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2017\">2017<\/h3><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Galitzki, Kevin<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2093','tp_links')\" style=\"cursor:pointer;\">Selbstlernende Agenten f\u00fcr das skalierbare Spiel Hex: Untersuchung verschiedener KI-Verfahren im GBG-Framework<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2017<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2093\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2093','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2093\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2093','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2093\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Galitzki2017,<br \/>\r\ntitle = {Selbstlernende Agenten f\u00fcr das skalierbare Spiel Hex: Untersuchung verschiedener KI-Verfahren im GBG-Framework},<br \/>\r\nauthor = {Kevin Galitzki},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-KevinGalitzki-final-2017.pdf},<br \/>\r\nyear  = {2017},<br \/>\r\ndate = {2017-09-15},<br \/>\r\ninstitution = {Institut f\u00fcr Informatik},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2093','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2093\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-KevinGalitzki-final-2017.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-KevinGalitzki-final-2017.p[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA-KevinGalitzki-final-2017.p[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2093','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2090','tp_links')\" style=\"cursor:pointer;\">The GBG Class Interface Tutorial: General Board Game Playing and Learning<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Research Center CIOP (Computational Intelligence, Optimization and Data Mining) <\/span><span class=\"tp_pub_additional_address\">Cologne University of Applied Science, <\/span><span class=\"tp_pub_additional_year\">2017<\/span><span class=\"tp_pub_additional_note\">, (e-print published at http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone17a.d\/TR-GBG.pdf)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2090\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2090','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2090\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2090','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2090\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone17a,<br \/>\r\ntitle = {The GBG Class Interface Tutorial: General Board Game Playing and Learning},<br \/>\r\nauthor = {Konen, Wolfgang},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone17a.d\/TR-GBG.pdf},<br \/>\r\nyear  = {2017},<br \/>\r\ndate = {2017-06-01},<br \/>\r\naddress = {Cologne University of Applied Science},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},<br \/>\r\nnote = {e-print published at http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone17a.d\/TR-GBG.pdf},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2090','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2090\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone17a.d\/TR-GBG.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone17a.d\/TR-GBG.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone17a.d\/TR-GBG.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2090','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Kutsch, Johannes<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2116','tp_links')\" style=\"cursor:pointer;\">KI-Agenten fur das Spiel 2048: Untersuchung von Lernalgorithmen f\u00fcr nichtdeterministische Spiele<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2017<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis, 2nd prize in CBC award 2018)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2116\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2116','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2116\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2116','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2116\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Kutsch2017b,<br \/>\r\ntitle = {KI-Agenten fur das Spiel 2048: Untersuchung von Lernalgorithmen f\u00fcr nichtdeterministische Spiele},<br \/>\r\nauthor = {Johannes Kutsch},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_JohannesKutsch_Final-2017.pdf},<br \/>\r\nyear  = {2017},<br \/>\r\ndate = {2017-01-01},<br \/>\r\ninstitution = {Institut f\u00fcr Informatik},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis, 2nd prize in CBC award 2018},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2116','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2116\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_JohannesKutsch_Final-2017.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_JohannesKutsch_Final-2017.[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/BA_JohannesKutsch_Final-2017.[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2116','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2016\">2016<\/h3><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bagheri, Samineh;  Thill, Markus;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('1998','tp_links')\" style=\"cursor:pointer;\">Online Adaptable Learning Rates for the Game Connect-4<\/a> <span class=\"tp_pub_type tp_  article\">Artikel<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_journal\">IEEE Transactions on Computational Intelligence and AI in Games, <\/span><span class=\"tp_pub_additional_volume\">Bd. 8, <\/span><span class=\"tp_pub_additional_number\">Nr. 1, <\/span><span class=\"tp_pub_additional_pages\">S. 33-42, <\/span><span class=\"tp_pub_additional_year\">2016<\/span><span class=\"tp_pub_additional_note\">, (accepted 11\/2014)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_1998\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('1998','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_1998\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('1998','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_1998\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Bagh16b,<br \/>\r\ntitle = {Online Adaptable Learning Rates for the Game Connect-4},<br \/>\r\nauthor = { Samineh Bagheri and Markus Thill and Patrick Koch and Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/\/Bagh15.pdf},<br \/>\r\ndoi = {10.1109\/TCIAIG.2014.2367105},<br \/>\r\nyear  = {2016},<br \/>\r\ndate = {2016-01-01},<br \/>\r\njournal = {IEEE Transactions on Computational Intelligence and AI in Games},<br \/>\r\nvolume = {8},<br \/>\r\nnumber = {1},<br \/>\r\npages = {33-42},<br \/>\r\nnote = {accepted 11\/2014},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {article}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('1998','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_1998\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/\/Bagh15.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/\/Bagh15.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/\/Bagh15.pdf<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1109\/TCIAIG.2014.2367105\" title=\"Folge der DOI-Nummer:10.1109\/TCIAIG.2014.2367105\" target=\"_blank\">doi:10.1109\/TCIAIG.2014.2367105<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('1998','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2015\">2015<\/h3><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2055','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning for Board Games: The Temporal Difference Algorithm<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Research Center CIOP (Computational Intelligence, Optimization and Data Mining) <\/span><span class=\"tp_pub_additional_address\">Cologne University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2015<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2055\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2055','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2055\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2055','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2055\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone15c,<br \/>\r\ntitle = {Reinforcement Learning for Board Games: The Temporal Difference Algorithm},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15c.d\/TR-TDgame_EN.pdf},<br \/>\r\ndoi = {10.13140\/RG.2.1.1965.2329},<br \/>\r\nyear  = {2015},<br \/>\r\ndate = {2015-07-01},<br \/>\r\naddress = {Cologne University of Applied Sciences},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2055','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2055\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15c.d\/TR-TDgame_EN.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15c.d\/TR-TDgame_EN.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15c.d\/TR-TDgame_EN.pdf<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.13140\/RG.2.1.1965.2329\" title=\"Folge der DOI-Nummer:10.13140\/RG.2.1.1965.2329\" target=\"_blank\">doi:10.13140\/RG.2.1.1965.2329<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2055','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2053','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning f\u00fcr Brettspiele: Der Temporal Difference Algorithmus<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Research Center CIOP (Computational Intelligence, Optimization and Data Mining) <\/span><span class=\"tp_pub_additional_address\">Cologne University of Applied Science, <\/span><span class=\"tp_pub_additional_year\">2015<\/span><span class=\"tp_pub_additional_note\">, (Updated version 2015)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2053\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2053','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2053\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2053','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2053\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone15a,<br \/>\r\ntitle = {Reinforcement Learning f\u00fcr Brettspiele: Der Temporal Difference Algorithmus},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15a.d\/TR-TDgame.pdf},<br \/>\r\nyear  = {2015},<br \/>\r\ndate = {2015-00-01},<br \/>\r\naddress = {Cologne University of Applied Science},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},<br \/>\r\nnote = {Updated version 2015},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2053','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2053\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15a.d\/TR-TDgame.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15a.d\/TR-TDgame.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone15a.d\/TR-TDgame.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2053','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2014\">2014<\/h3><div class=\"tp_publication tp_publication_misc\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Thill, Markus;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2067','tp_links')\" style=\"cursor:pointer;\">Connect-4 Game Playing Framework (C4GPF)<\/a> <span class=\"tp_pub_type tp_  misc\">Sonstige<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_year\">2014<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2067\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2067','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2067\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2067','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2067\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@misc{ThilKon14,<br \/>\r\ntitle = {Connect-4 Game Playing Framework (C4GPF)},<br \/>\r\nauthor = { Markus Thill and Wolfgang Konen},<br \/>\r\nurl = {http:\/\/github.com\/MarkusThill\/Connect-Four},<br \/>\r\nyear  = {2014},<br \/>\r\ndate = {2014-10-01},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {misc}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2067','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2067\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fab fa-github\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/github.com\/MarkusThill\/Connect-Four\" title=\"http:\/\/github.com\/MarkusThill\/Connect-Four\" target=\"_blank\">http:\/\/github.com\/MarkusThill\/Connect-Four<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2067','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Koch, Patrick<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2052','tp_links')\" style=\"cursor:pointer;\">Adaptation in Nonlinear Learning Models for Nonstationary Tasks<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Bartz-Beielstein, T.;  Filipic, B. (Hrsg.): <span class=\"tp_pub_additional_booktitle\">PPSN'2014: 13th International Conference on Parallel Problem Solving From Nature, Ljubljana, <\/span><span class=\"tp_pub_additional_pages\">S. 292\u2013301, <\/span><span class=\"tp_pub_additional_publisher\">Springer, <\/span><span class=\"tp_pub_additional_address\">Heidelberg, <\/span><span class=\"tp_pub_additional_year\">2014<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2052\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2052','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2052\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2052','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2052\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Kone14a,<br \/>\r\ntitle = {Adaptation in Nonlinear Learning Models for Nonstationary Tasks},<br \/>\r\nauthor = { Wolfgang Konen and Patrick Koch},<br \/>\r\neditor = {Bartz-Beielstein, T. and Filipic, B.},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Kone14a-Adaptation.pdf},<br \/>\r\nyear  = {2014},<br \/>\r\ndate = {2014-09-01},<br \/>\r\nbooktitle = {PPSN'2014: 13th International Conference on Parallel Problem Solving From Nature, Ljubljana},<br \/>\r\npages = {292--301},<br \/>\r\npublisher = {Springer},<br \/>\r\naddress = {Heidelberg},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2052','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2052\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Kone14a-Adaptation.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Kone14a-Adaptation.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Kone14a-Adaptation.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2052','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bagheri, Samineh;  Thill, Markus;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('1994','tp_links')\" style=\"cursor:pointer;\">Online Adaptable Learning Rates for the Game Connect-4<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">CIplus <\/span><span class=\"tp_pub_additional_number\">Nr. TR 03\/2014, <\/span><span class=\"tp_pub_additional_year\">2014<\/span><span class=\"tp_pub_additional_note\">, (Preprint version of the article in IEEE Transactions on Computational Intelligence and AI in Games, 2016)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_1994\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('1994','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_1994\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('1994','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_1994\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bagh14a,<br \/>\r\ntitle = {Online Adaptable Learning Rates for the Game Connect-4},<br \/>\r\nauthor = { Samineh Bagheri and Markus Thill and Patrick Koch and Wolfgang Konen},<br \/>\r\nurl = {http:\/\/nbn-resolving.de\/urn:nbn:de:hbz:832-cos-704},<br \/>\r\ndoi = {10.1109\/TCIAIG.2014.2367105},<br \/>\r\nyear  = {2014},<br \/>\r\ndate = {2014-01-01},<br \/>\r\nnumber = {TR 03\/2014},<br \/>\r\ninstitution = {CIplus},<br \/>\r\nnote = {Preprint version of the article in IEEE Transactions on Computational Intelligence and AI in Games, 2016},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('1994','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_1994\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-globe\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/nbn-resolving.de\/urn:nbn:de:hbz:832-cos-704\" title=\"http:\/\/nbn-resolving.de\/urn:nbn:de:hbz:832-cos-704\" target=\"_blank\">http:\/\/nbn-resolving.de\/urn:nbn:de:hbz:832-cos-704<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1109\/TCIAIG.2014.2367105\" title=\"Folge der DOI-Nummer:10.1109\/TCIAIG.2014.2367105\" target=\"_blank\">doi:10.1109\/TCIAIG.2014.2367105<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('1994','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Thill, Markus;  Bagheri, Samineh;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2066','tp_links')\" style=\"cursor:pointer;\">Temporal Difference Learning with Eligibility Traces for the Game Connect-4<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Preuss, Mike;  Rudolph, G\u00fcnther (Hrsg.): <span class=\"tp_pub_additional_booktitle\">CIG'2014, International Conference on Computational Intelligence in Games, Dortmund, <\/span><span class=\"tp_pub_additional_pages\">S. 84 \u2013 91, <\/span><span class=\"tp_pub_additional_year\">2014<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2066\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2066','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2066\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2066','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2066\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Thil14,<br \/>\r\ntitle = {Temporal Difference Learning with Eligibility Traces for the Game Connect-4},<br \/>\r\nauthor = { Markus Thill and Samineh Bagheri and Patrick Koch and Wolfgang Konen},<br \/>\r\neditor = {Preuss, Mike and Rudolph, G\u00fcnther},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ThillCIG2014.pdf},<br \/>\r\nyear  = {2014},<br \/>\r\ndate = {2014-01-01},<br \/>\r\nbooktitle = {CIG'2014, International Conference on Computational Intelligence in Games, Dortmund},<br \/>\r\npages = {84 -- 91},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2066','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2066\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ThillCIG2014.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ThillCIG2014.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ThillCIG2014.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2066','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2012\">2012<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Thill, Markus;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2065','tp_links')\" style=\"cursor:pointer;\">Reinforcement learning with n-tuples on the game Connect-4<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Coello Coello, Carlos;  Cutello, Vincenzo;  others, (Hrsg.): <span class=\"tp_pub_additional_booktitle\">PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina, <\/span><span class=\"tp_pub_additional_pages\">S. 184\u2013194, <\/span><span class=\"tp_pub_additional_publisher\">Springer, <\/span><span class=\"tp_pub_additional_address\">Heidelberg, <\/span><span class=\"tp_pub_additional_year\">2012<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2065\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2065','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2065\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2065','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2065\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Thil12,<br \/>\r\ntitle = {Reinforcement learning with n-tuples on the game Connect-4},<br \/>\r\nauthor = { Markus Thill and Patrick Koch and Wolfgang Konen},<br \/>\r\neditor = {Coello Coello, Carlos and Cutello, Vincenzo and others},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Thi12.d\/Thil12.pdf},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-09-01},<br \/>\r\nbooktitle = {PPSN'2012: 12th International Conference on Parallel Problem Solving From Nature, Taormina},<br \/>\r\npages = {184--194},<br \/>\r\npublisher = {Springer},<br \/>\r\naddress = {Heidelberg},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2065','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2065\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Thi12.d\/Thil12.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Thi12.d\/Thil12.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Thi12.d\/Thil12.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2065','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_mastersthesis\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Thill, Markus<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2086','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning mit N-Tupel-Systemen f\u00fcr Vier Gewinnt<\/a> <span class=\"tp_pub_type tp_  mastersthesis\">Abschlussarbeit<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_school\">TH K\u00f6ln -- University of Applied Sciences, <\/span><span class=\"tp_pub_additional_year\">2012<\/span><span class=\"tp_pub_additional_note\">, (Bachelor thesis, 1st prize in Opitz award 2013, Festo award 2012, Ferchau award 2012)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2086\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2086','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2086\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2086','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2086\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Thill12,<br \/>\r\ntitle = {Reinforcement Learning mit N-Tupel-Systemen f\u00fcr Vier Gewinnt},<br \/>\r\nauthor = {Thill, Markus},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Theses.d\/Thill12.d\/BA-Thill-2012.pdf},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-07-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Bachelor thesis, 1st prize in Opitz award 2013, Festo award 2012, Ferchau award 2012},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {mastersthesis}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2086','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2086\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Theses.d\/Thill12.d\/BA-Thill-2012.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Theses.d\/Thill12.d\/BA-Thill-2012.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Theses.d\/Thill12.d\/BA-Thill-2012.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2086','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2011\">2011<\/h3><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2046','tp_links')\" style=\"cursor:pointer;\">Self-configuration from a Machine-Learning Perspective<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Research Center CIOP (Computational Intelligence, Optimization and Data Mining) <\/span><span class=\"tp_pub_additional_address\">Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, <\/span><span class=\"tp_pub_additional_number\">Nr. 05\/11; arXiv: 1105.1951, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>, <span class=\"tp_pub_additional_issn\">ISSN: 2191-365X<\/span><span class=\"tp_pub_additional_note\">, (e-print published at http:\/\/arxiv.org\/abs\/1105.1951 and Dagstuhl Preprint Archive, Workshop 11181 \"Organic Computing -- Design of Self-Organizing Systems\")<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2046\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2046','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2046\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2046','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2046\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone11c,<br \/>\r\ntitle = {Self-configuration from a Machine-Learning Perspective},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone11c.d\/Kone11c.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-05-01},<br \/>\r\nnumber = {05\/11; arXiv: 1105.1951},<br \/>\r\naddress = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization and Data Mining)},<br \/>\r\nnote = {e-print published at http:\/\/arxiv.org\/abs\/1105.1951 and Dagstuhl Preprint Archive, Workshop 11181 \"Organic Computing -- Design of Self-Organizing Systems\"},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2046','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2046\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone11c.d\/Kone11c.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone11c.d\/Kone11c.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone11c.d\/Kone11c.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2046','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2009\">2009<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2042','tp_links')\" style=\"cursor:pointer;\">Reinforcement learning for games: failures and successes -- CMA-ES and TDL in comparision<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">GECCO '09: Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference, <\/span><span class=\"tp_pub_additional_pages\">S. 2641\u20132648, <\/span><span class=\"tp_pub_additional_publisher\">ACM, <\/span><span class=\"tp_pub_additional_address\">Montreal, Qu\u00e9bec, Canada, <\/span><span class=\"tp_pub_additional_year\">2009<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2042\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2042','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2042\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2042','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2042\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Kone09a,<br \/>\r\ntitle = {Reinforcement learning for games: failures and successes -- CMA-ES and TDL in comparision},<br \/>\r\nauthor = { Wolfgang Konen and Thomas Bartz-Beielstein},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/evo-reinforce-GECCO2009.pdf},<br \/>\r\ndoi = {http:\/\/doi.acm.org\/10.1145\/1570256.1570375},<br \/>\r\nyear  = {2009},<br \/>\r\ndate = {2009-01-01},<br \/>\r\nbooktitle = {GECCO '09: Proceedings of the 11th Annual Conference Companion on Genetic and Evolutionary Computation Conference},<br \/>\r\npages = {2641--2648},<br \/>\r\npublisher = {ACM},<br \/>\r\naddress = {Montreal, Qu\u00e9bec, Canada},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2042','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2042\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/evo-reinforce-GECCO2009.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/evo-reinforce-GECCO2009.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/evo-reinforce-GECCO2009.pdf<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/http:\/\/doi.acm.org\/10.1145\/1570256.1570375\" title=\"Folge der DOI-Nummer:http:\/\/doi.acm.org\/10.1145\/1570256.1570375\" target=\"_blank\">doi:http:\/\/doi.acm.org\/10.1145\/1570256.1570375<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2042','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2057','tp_links')\" style=\"cursor:pointer;\">Evolutionsstrategien und Reinforcement Learning f\u00fcr strategische Brettspiele<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Cologne University of Applied Sciences <\/span><span class=\"tp_pub_additional_year\">2009<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2057\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2057','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2057\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2057','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2057\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{KoneB09,<br \/>\r\ntitle = {Evolutionsstrategien und Reinforcement Learning f\u00fcr strategische Brettspiele},<br \/>\r\nauthor = { Wolfgang Konen and Thomas Bartz-Beielstein},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2009-RL-Kg-Bi.pdf},<br \/>\r\nyear  = {2009},<br \/>\r\ndate = {2009-01-01},<br \/>\r\ninstitution = {Cologne University of Applied Sciences},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2057','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2057\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2009-RL-Kg-Bi.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2009-RL-Kg-Bi.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2009-RL-Kg-Bi.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2057','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2008\">2008<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2038','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning: Insights from Interesting Failures in Parameter Selection<\/a> <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Rudolph, G\u00fcnter;  others, (Hrsg.): <span class=\"tp_pub_additional_booktitle\">PPSN'2008: 10th International Conference on Parallel Problem Solving From Nature, Dortmund, <\/span><span class=\"tp_pub_additional_pages\">S. 478\u2013487, <\/span><span class=\"tp_pub_additional_publisher\">Springer, <\/span><span class=\"tp_pub_additional_address\">Berlin, <\/span><span class=\"tp_pub_additional_year\">2008<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2038\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2038','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2038\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2038','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2038\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Kone08a,<br \/>\r\ntitle = {Reinforcement Learning: Insights from Interesting Failures in Parameter Selection},<br \/>\r\nauthor = { Wolfgang Konen and Thomas Bartz-Beielstein},<br \/>\r\neditor = {Rudolph, G\u00fcnter and others},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ppsn2008.pdf},<br \/>\r\nyear  = {2008},<br \/>\r\ndate = {2008-09-01},<br \/>\r\nbooktitle = {PPSN'2008: 10th International Conference on Parallel Problem Solving From Nature, Dortmund},<br \/>\r\npages = {478--487},<br \/>\r\npublisher = {Springer},<br \/>\r\naddress = {Berlin},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {inproceedings}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2038','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2038\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ppsn2008.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ppsn2008.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/ppsn2008.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2038','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2039','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning f\u00fcr Brettspiele: Der Temporal Difference Algorithmus<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Cologne University of Applied Sciences <\/span><span class=\"tp_pub_additional_year\">2008<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2039\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2039','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2039\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2039','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2039\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone08b,<br \/>\r\ntitle = {Reinforcement Learning f\u00fcr Brettspiele: Der Temporal Difference Algorithmus},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/TR_TDlambda2008.pdf},<br \/>\r\nyear  = {2008},<br \/>\r\ndate = {2008-01-01},<br \/>\r\ninstitution = {Cologne University of Applied Sciences},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2039','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2039\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/TR_TDlambda2008.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/TR_TDlambda2008.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/TR_TDlambda2008.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2039','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2040','tp_links')\" style=\"cursor:pointer;\">Reinforcement Learning f\u00fcr strategische Brettspiele<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Cologne University of Applied Sciences <\/span><span class=\"tp_pub_additional_year\">2008<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2040\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2040','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2040\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2040','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2040\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone08c,<br \/>\r\ntitle = {Reinforcement Learning f\u00fcr strategische Brettspiele},<br \/>\r\nauthor = { Wolfgang Konen and Thomas Bartz-Beielstein},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2008-Kg-Bi-RL-Brettspiele.pdf},<br \/>\r\nyear  = {2008},<br \/>\r\ndate = {2008-01-01},<br \/>\r\ninstitution = {Cologne University of Applied Sciences},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2040','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2040\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"fas fa-file-pdf\"><\/i><a class=\"tp_pub_list\" href=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2008-Kg-Bi-RL-Brettspiele.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2008-Kg-Bi-RL-Brettspiele[...]\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/FBericht2008-Kg-Bi-RL-Brettspiele[...]<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2040','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Connect-4 Game Playing Framework (C4GPF) Download C4GPF from GitHub Connect-4 (Connect-Four) is an interesting game for several reasons. It is a non-trivial game, most humans will have difficulties to play well against a master level player (human or computer). At the same time it is of medium complexity (4.5&middot;1012 states). It can be solved by&#8230;  <a href=\"https:\/\/blogs.gm.fh-koeln.de\/konen\/projects\/games\/connect-4\/\" class=\"more-link\" title=\"Read Connect-4\"><?php _e(\"Read more &raquo;\",\"wpbootstrap\"); ?><\/a><\/p>\n","protected":false},"author":38,"featured_media":0,"parent":1099,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-1120","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/1120","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/users\/38"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/comments?post=1120"}],"version-history":[{"count":15,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/1120\/revisions"}],"predecessor-version":[{"id":2281,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/1120\/revisions\/2281"}],"up":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/1099"}],"wp:attachment":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/media?parent=1120"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}