{"id":625,"date":"2013-11-12T20:25:06","date_gmt":"2013-11-12T18:25:06","guid":{"rendered":"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/konen\/?page_id=625"},"modified":"2021-06-06T19:26:49","modified_gmt":"2021-06-06T17:26:49","slug":"soma","status":"publish","type":"page","link":"https:\/\/blogs.gm.fh-koeln.de\/konen\/projekte\/soma\/","title":{"rendered":"SOMA"},"content":{"rendered":"<div class=\"twoclick_social_bookmarks_post_625 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_625')){$('.twoclick_social_bookmarks_post_625').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\\\/projekte\\\/soma\\\/\",\"post_id\":625,\"post_title_referrer_track\":\"SOMA\",\"display_infobox\":\"on\"});}});\n\/* ]]> *\/<\/script><\/div><div dir=\"ltr\">\n<div dir=\"ltr\"><span style=\"font-size: 16px\"><strong>S<\/strong>ystematische <strong>O<\/strong>ptimierung von <strong>M<\/strong>odellen f\u00fcr <strong>A<\/strong>utomatisierungstechnik <\/span><span style=\"font-size: 16px\">und <\/span><span style=\"font-size: 16px\">IT<br \/>\n<\/span><\/div>\n<\/div>\n<div dir=\"ltr\"><\/div>\n<div dir=\"ltr\"><span style=\"font-size: 14px\">Das BMBF-gef\u00f6rderte Projekt SOMA wurde im Zeitraum 2009-2013 durchgef\u00fchrt. Projektpartner waren die Universit\u00e4t Leiden, die Ruhr-Universit\u00e4t Bochum, die Nurogames GmbH, K\u00f6ln und die divis GmbH, Dortmund.<br \/>\n<\/span><\/div>\n<div dir=\"ltr\"><\/div>\n<div dir=\"ltr\"><span style=\"font-size: 14px\">Die systematische Optimierung von Modellen f\u00fcr komplexe Anwendungen in Informations- und Automatisierungstechnik, hier mit dem Ziel der <strong>Prognose <\/strong>von Zielgr\u00f6\u00dfen oder der <strong>optimalen Steuerung<\/strong> von Anlagen oder Prozessen, ist Gegenstand dieses Projektes. Sie stellt nach wie vor eine gro\u00dfe Herausforderung f\u00fcr den in der Praxis t\u00e4tigen Informatiker oder Ingenieur dar. In vielen F\u00e4llen handelt es sich nicht allein um ein Problem der optimalen Modellparametrierung, sondern auch um Fragen der intelligenten Datenvorverarbeitung und Datenselektion.<\/span><\/div>\n<div dir=\"ltr\"><\/div>\n<div dir=\"ltr\"><span style=\"font-size: 14px\">Unter dem Dach von SOMA wurden verschiedene Unterprojekte bearbeitet: <a href=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/konen\/projekte\/tdmr\/\">Tuned Data Mining (TDMR)<\/a>, <a href=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/konen\/projekte\/gestenerkennung\/\">Gestenerkennung<\/a>, Reinforcement Learning f\u00fcr strategische Spiele, Intelligente Methoden der Merkmalsgewinnung, wie z.B. Slow Feature Analysis (SFA).\u00a0 <\/span><\/div>\n<div dir=\"ltr\"><span style=\"font-size: 14px\">\u00a0<\/span><\/div>\n<div dir=\"ltr\"><span style=\"font-size: 14px\"><strong>Themengebiete<\/strong>: Angewandte Informatik, Modellierung, Simulation, Lernende Systeme, Computational Intelligence (evolution\u00e4re Algorithmen, neuronale Netze), Data Mining.<\/span><\/div>\n<div dir=\"ltr\"><span style=\"font-size: 14px\">\u00a0<\/span><\/div>\n<div dir=\"ltr\"><span style=\"font-size: 14px\"><a href=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/soma\/\">Mehr Informationen auf der CIOP-Webseite &#8230;<\/a> (in Englisch)<\/span><\/div>\n<div dir=\"ltr\"><\/div>\n<div dir=\"ltr\">\n<div dir=\"ltr\">\n<p class=\"lead\"><strong><span style=\"font-size: 20px\">Publicationen SOMA<br \/>\n<\/span><\/strong><\/p>\n<\/div>\n<\/div>\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_2018\">2018<\/h3><div class=\"tp_publication tp_publication_techreport\"><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('2103','tp_links')\" style=\"cursor:pointer;\">The TDMR 2.0 Package: Tuned Data Mining in R<\/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. 02\/2018, <\/span><span class=\"tp_pub_additional_year\">2018<\/span><span class=\"tp_pub_additional_note\">, (Last update: April 2018 (original version: 2012))<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2103\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2103','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2103\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2103','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2103\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone18a,<br \/>\r\ntitle = {The TDMR 2.0 Package: Tuned Data Mining in R},<br \/>\r\nauthor = {Wolfgang Konen and Patrick Koch},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12a.d\/Kone12a.pdf},<br \/>\r\nyear  = {2018},<br \/>\r\ndate = {2018-04-01},<br \/>\r\nnumber = {02\/2018},<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 = {Last update: April 2018 (original version: 2012)},<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('2103','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2103\" 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\/Kone12a.d\/Kone12a.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12a.d\/Kone12a.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12a.d\/Kone12a.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2103','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;  Koch, Patrick<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2104','tp_links')\" style=\"cursor:pointer;\">The TDMR 2.0 Tutorial: Examples for Tuned Data Mining in R<\/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. 03\/2018, <\/span><span class=\"tp_pub_additional_year\">2018<\/span><span class=\"tp_pub_additional_note\">, (Last update: April 2018 (original version: 2012))<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2104\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2104','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2104\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2104','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2104\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone18b,<br \/>\r\ntitle = {The TDMR 2.0 Tutorial: Examples for Tuned Data Mining in R},<br \/>\r\nauthor = {Wolfgang Konen and Patrick Koch},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b.pdf},<br \/>\r\nyear  = {2018},<br \/>\r\ndate = {2018-04-01},<br \/>\r\nnumber = {03\/2018},<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 = {Last update: April 2018 (original version: 2012)},<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('2104','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2104\" 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\/Kone12b.d\/Kone12b.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2104','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_incollection\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Stork, J\u00f6rg;  Ramos, Ricardo;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2064','tp_links')\" style=\"cursor:pointer;\">SVM ensembles are better when different kernel types are combined<\/a> <span class=\"tp_pub_type tp_  incollection\">Buchabschnitt<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Lausen, Berthold;  Krolak-Schwerdt, Sabine (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Data Science, Learning by Latent Structures, and Knowledge Discovery, <\/span><span class=\"tp_pub_additional_pages\">S. 191\u2013201, <\/span><span class=\"tp_pub_additional_publisher\">Springer, <\/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_2064\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2064','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2064\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2064','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2064\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@incollection{stork15,<br \/>\r\ntitle = {SVM ensembles are better when different kernel types are combined},<br \/>\r\nauthor = { J\u00f6rg Stork and Ricardo Ramos and Patrick Koch and Wolfgang Konen},<br \/>\r\neditor = {Lausen, Berthold and Krolak-Schwerdt, Sabine},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/storkECDA-2013.pdf},<br \/>\r\nyear  = {2015},<br \/>\r\ndate = {2015-01-01},<br \/>\r\nbooktitle = {Data Science, Learning by Latent Structures, and Knowledge Discovery},<br \/>\r\npages = {191--201},<br \/>\r\npublisher = {Springer},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {incollection}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2064','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2064\" 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\/storkECDA-2013.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/storkECDA-2013.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/storkECDA-2013.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2064','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2013\">2013<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2027','tp_links')\" style=\"cursor:pointer;\">Subsampling strategies in SVM ensembles<\/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> Hoffmann, Frank;  H\u00fcllermeier, Eyke (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Proceedings 23. Workshop Computational Intelligence, <\/span><span class=\"tp_pub_additional_pages\">S. 119\u2013134, <\/span><span class=\"tp_pub_additional_publisher\">Universit\u00e4tsverlag Karlsruhe, <\/span><span class=\"tp_pub_additional_year\">2013<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2027\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2027','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2027\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2027','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2027\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch13a,<br \/>\r\ntitle = {Subsampling strategies in SVM ensembles},<br \/>\r\nauthor = { Patrick Koch and Wolfgang Konen},<br \/>\r\neditor = {Hoffmann, Frank and H\u00fcllermeier, Eyke},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/kochGMA2013.pdf},<br \/>\r\nyear  = {2013},<br \/>\r\ndate = {2013-01-01},<br \/>\r\nbooktitle = {Proceedings 23. Workshop Computational Intelligence},<br \/>\r\npages = {119--134},<br \/>\r\npublisher = {Universit\u00e4tsverlag Karlsruhe},<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('2027','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2027\" 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\/kochGMA2013.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/kochGMA2013.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/kochGMA2013.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2027','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\"> Stork, J\u00f6rg;  Ramos, Ricardo;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2063','tp_links')\" style=\"cursor:pointer;\">SVM ensembles are better when different kernel types are combined<\/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> Lausen, Berthold (Hrsg.): <span class=\"tp_pub_additional_booktitle\">European Conference on Data Analysis (ECDA13), <\/span><span class=\"tp_pub_additional_publisher\">GfKl, <\/span><span class=\"tp_pub_additional_year\">2013<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2063\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2063','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2063\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2063','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2063\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{stork13a,<br \/>\r\ntitle = {SVM ensembles are better when different kernel types are combined},<br \/>\r\nauthor = { J\u00f6rg Stork and Ricardo Ramos and Patrick Koch and Wolfgang Konen},<br \/>\r\neditor = {Lausen, Berthold},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/storkECDA-2013.pdf},<br \/>\r\nyear  = {2013},<br \/>\r\ndate = {2013-01-01},<br \/>\r\nbooktitle = {European Conference on Data Analysis (ECDA13)},<br \/>\r\npublisher = {GfKl},<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('2063','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2063\" 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\/storkECDA-2013.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/storkECDA-2013.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/storkECDA-2013.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2063','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_techreport\"><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('2101','tp_links')\" style=\"cursor:pointer;\">The TDMR Package: Tuned Data Mining in R<\/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. 02\/2012, <\/span><span class=\"tp_pub_additional_year\">2012<\/span><span class=\"tp_pub_additional_note\">, (Last update: June 2017)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2101\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2101','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2101\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2101','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2101\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone12ab,<br \/>\r\ntitle = {The TDMR Package: Tuned Data Mining in R},<br \/>\r\nauthor = {Wolfgang Konen and Patrick Koch},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12a.d\/Kone12a-V2017-07.pdf},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-11-01},<br \/>\r\nnumber = {02\/2012},<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 = {Last update: June 2017},<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('2101','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2101\" 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\/Kone12a.d\/Kone12a-V2017-07.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12a.d\/Kone12a-V2017-07.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12a.d\/Kone12a-V2017-07.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2101','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;  Koch, Patrick<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2102','tp_links')\" style=\"cursor:pointer;\">The TDMR Tutorial: Examples for Tuned Data Mining in R<\/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. 03\/2012, <\/span><span class=\"tp_pub_additional_year\">2012<\/span><span class=\"tp_pub_additional_note\">, (Last update: May, 2016)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2102\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2102','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2102\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2102','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2102\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone12bb,<br \/>\r\ntitle = {The TDMR Tutorial: Examples for Tuned Data Mining in R},<br \/>\r\nauthor = {Wolfgang Konen and Patrick Koch},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b-V2016-05.pdf},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-11-01},<br \/>\r\nnumber = {03\/2012},<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 = {Last update: May, 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('2102','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2102\" 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\/Kone12b.d\/Kone12b-V2016-05.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b-V2016-05.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b-V2016-05.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2102','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\"> Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2026','tp_links')\" style=\"cursor:pointer;\">Efficient sampling and handling of variance in tuning data mining models<\/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. 195\u2013205, <\/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_2026\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2026','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2026\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2026','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2026\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch12a,<br \/>\r\ntitle = {Efficient sampling and handling of variance in tuning data mining models},<br \/>\r\nauthor = { 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\/Koch12a.d\/Koch12a.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 = {195--205},<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('2026','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2026\" 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\/Koch12a.d\/Koch12a.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Koch12a.d\/Koch12a.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Koch12a.d\/Koch12a.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2026','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;  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_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Koch, Patrick;  Bischl, Bernd;  Flasch, Oliver;  Bartz-Beielstein, Thomas;  Weihs, Claus;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2024','tp_links')\" style=\"cursor:pointer;\">Tuning and Evolution of Support Vector Kernels<\/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\">Evolutionary Intelligence, <\/span><span class=\"tp_pub_additional_volume\">Bd. 5, <\/span><span class=\"tp_pub_additional_pages\">S. 153\u2013170, <\/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_2024\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2024','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2024\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2024','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2024\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Koch11aa,<br \/>\r\ntitle = {Tuning and Evolution of Support Vector Kernels},<br \/>\r\nauthor = { Patrick Koch and Bernd Bischl and Oliver Flasch and Thomas Bartz-Beielstein and Claus Weihs and Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch11a-EvolIntel.pdf},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-01-01},<br \/>\r\njournal = {Evolutionary Intelligence},<br \/>\r\nvolume = {5},<br \/>\r\npages = {153--170},<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('2024','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2024\" 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\/Koch11a-EvolIntel.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch11a-EvolIntel.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch11a-EvolIntel.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2024','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('2048','tp_links')\" style=\"cursor:pointer;\">Der SFA-Algorithmus f\u00fcr Klassifikation<\/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. 08\/11, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>, <span class=\"tp_pub_additional_issn\">ISSN: 2191-365X<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2048\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2048','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2048\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2048','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2048\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone11e,<br \/>\r\ntitle = {Der SFA-Algorithmus f\u00fcr Klassifikation},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen11e.d\/Konen11e.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-11-01},<br \/>\r\nnumber = {08\/11},<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\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('2048','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2048\" 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\/Konen11e.d\/Konen11e.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen11e.d\/Konen11e.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen11e.d\/Konen11e.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2048','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('2049','tp_links')\" style=\"cursor:pointer;\">SFA classification with few training data: Improvements with parametric bootstrap<\/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. 09\/11, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>, <span class=\"tp_pub_additional_issn\">ISSN: 2191-365X<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2049\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2049','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2049\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2049','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2049\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone11f,<br \/>\r\ntitle = {SFA classification with few training data: Improvements with parametric bootstrap},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen11f.d\/Konen11f.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-11-01},<br \/>\r\nnumber = {09\/11},<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\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('2049','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2049\" 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\/Konen11f.d\/Konen11f.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen11f.d\/Konen11f.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Konen11f.d\/Konen11f.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2049','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\"> Koch, Patrick;  Bischl, Bernd;  Flasch, Oliver;  Bartz-Beielstein, Thomas;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2023','tp_links')\" style=\"cursor:pointer;\">On the Tuning and Evolution of Support Vector Kernels<\/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 Scienceand Engineering Science, <\/span><span class=\"tp_pub_additional_number\">Nr. 04\/11, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>, <span class=\"tp_pub_additional_issn\">ISSN: 2191-365X<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2023\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2023','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2023\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2023','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2023\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Koch11a,<br \/>\r\ntitle = {On the Tuning and Evolution of Support Vector Kernels},<br \/>\r\nauthor = { Patrick Koch and Bernd Bischl and Oliver Flasch and Thomas Bartz-Beielstein and Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Koch11a.d\/svmTuning.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-03-01},<br \/>\r\nnumber = {04\/11},<br \/>\r\naddress = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},<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('2023','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2023\" 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\/Koch11a.d\/svmTuning.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Koch11a.d\/svmTuning.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Koch11a.d\/svmTuning.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2023','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;  Koch, Patrick;  Flasch, Oliver;  Bartz-Beielstein, Thomas;  Friese, Martina;  Naujoks, Boris<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2045','tp_links')\" style=\"cursor:pointer;\">Tuned Data Mining: A Benchmark Study on Different Tuners<\/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_number\">Nr. 03\/11, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2045\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2045','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2045\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2045','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2045\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone11b,<br \/>\r\ntitle = {Tuned Data Mining: A Benchmark Study on Different Tuners},<br \/>\r\nauthor = { Wolfgang Konen and Patrick Koch and Oliver Flasch and Thomas Bartz-Beielstein and Martina Friese and Boris Naujoks},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone11b.d\/tdm-cioprep.pdf},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-02-01},<br \/>\r\nnumber = {03\/11},<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('2045','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2045\" 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\/Kone11b.d\/tdm-cioprep.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone11b.d\/tdm-cioprep.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone11b.d\/tdm-cioprep.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2045','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\"> Koch, Patrick;  Konen, Wolfgang;  Naujoks, Boris;  Flasch, Oliver;  Friese, Martina;  Zaefferer, Martin;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2025','tp_links')\" style=\"cursor:pointer;\">Tuned Data Mining in R<\/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> Hoffmann, Frank;  H\u00fcllermeier, Eyke (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Proceedings 21. Workshop Computational Intelligence, <\/span><span class=\"tp_pub_additional_pages\">S. 147\u2013160, <\/span><span class=\"tp_pub_additional_publisher\">Universit\u00e4tsverlag Karlsruhe, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2025\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2025','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2025\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2025','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2025\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch11b,<br \/>\r\ntitle = {Tuned Data Mining in R},<br \/>\r\nauthor = { Patrick Koch and Wolfgang Konen and Boris Naujoks and Oliver Flasch and Martina Friese and Martin Zaefferer and Thomas Bartz-Beielstein},<br \/>\r\neditor = {Hoffmann, Frank and H\u00fcllermeier, Eyke},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch11b.pdf},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<br \/>\r\nbooktitle = {Proceedings 21. Workshop Computational Intelligence},<br \/>\r\npages = {147--160},<br \/>\r\npublisher = {Universit\u00e4tsverlag Karlsruhe},<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('2025','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2025\" 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\/Koch11b.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch11b.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch11b.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2025','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;  Flasch, Oliver;  Bartz-Beielstein, Thomas;  Friese, Martina;  Naujoks, Boris<\/p><p class=\"tp_pub_title\">Tuned Data Mining: A Benchmark Study on Different Tuners <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Krasnogor, Natalio (Hrsg.): <span class=\"tp_pub_additional_booktitle\">GECCO '11: Proceedings of the 13th Annual Conference on Genetic andEvolutionary Computation, <\/span><span class=\"tp_pub_additional_pages\">S. 1995\u20132002, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2047\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2047','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2047\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Kone11d,<br \/>\r\ntitle = {Tuned Data Mining: A Benchmark Study on Different Tuners},<br \/>\r\nauthor = { Wolfgang Konen and Patrick Koch and Oliver Flasch and Thomas Bartz-Beielstein and Martina Friese and Boris Naujoks},<br \/>\r\neditor = {Krasnogor, Natalio},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<br \/>\r\nbooktitle = {GECCO '11: Proceedings of the 13th Annual Conference on Genetic andEvolutionary Computation},<br \/>\r\npages = {1995--2002},<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('2047','tp_bibtex')\">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;  Koch, Patrick<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2059','tp_links')\" style=\"cursor:pointer;\">The slowness principle: SFA can detect different slow components in nonstationary time series<\/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\">International Journal of Innovative Computing and Applications (IJICA), <\/span><span class=\"tp_pub_additional_volume\">Bd. 3, <\/span><span class=\"tp_pub_additional_number\">Nr. 1, <\/span><span class=\"tp_pub_additional_pages\">S. 3\u201310, <\/span><span class=\"tp_pub_additional_year\">2011<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2059\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2059','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2059\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2059','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2059\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{KonK10b,<br \/>\r\ntitle = {The slowness principle: SFA can detect different slow components in nonstationary time series},<br \/>\r\nauthor = { Wolfgang Konen and Patrick Koch},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/IJICA2010-howslow.pdf},<br \/>\r\ndoi = {10.1504\/IJICA.2011.037946},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<br \/>\r\njournal = {International Journal of Innovative Computing and Applications (IJICA)},<br \/>\r\nvolume = {3},<br \/>\r\nnumber = {1},<br \/>\r\npages = {3--10},<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('2059','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2059\" 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\/IJICA2010-howslow.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/IJICA2010-howslow.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/IJICA2010-howslow.pdf<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1504\/IJICA.2011.037946\" title=\"Folge der DOI-Nummer:10.1504\/IJICA.2011.037946\" target=\"_blank\">doi:10.1504\/IJICA.2011.037946<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2059','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2010\">2010<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Koch, Patrick;  Konen, Wolfgang;  Hein, Kristine<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2020','tp_links')\" style=\"cursor:pointer;\">Gesture Recognition on Few Training Data using Slow Feature Analysis and Parametric Bootstrap<\/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\">2010 International Joint Conference on Neural Networks, <\/span><span class=\"tp_pub_additional_year\">2010<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2020\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2020','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2020\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2020','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2020\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch10a,<br \/>\r\ntitle = {Gesture Recognition on Few Training Data using Slow Feature Analysis and Parametric Bootstrap},<br \/>\r\nauthor = { Patrick Koch and Wolfgang Konen and Kristine Hein},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/WCCI-10_wii-gesture.pdf},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nbooktitle = {2010 International Joint Conference on Neural Networks},<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('2020','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2020\" 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\/WCCI-10_wii-gesture.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/WCCI-10_wii-gesture.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/WCCI-10_wii-gesture.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2020','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\"> Koch, Patrick;  Konen, Wolfgang;  Flasch, Oliver;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2021','tp_links')\" style=\"cursor:pointer;\">Optimizing Support Vector Machines for Stormwater Prediction<\/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, Thomas;  Chiarandini, M.;  Paquete, L.;  Preuss, Mike (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010, <\/span><span class=\"tp_pub_additional_pages\">S. 47\u201359, <\/span><span class=\"tp_pub_additional_address\">TU Dortmund, <\/span><span class=\"tp_pub_additional_year\">2010<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2021\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2021','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2021\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2021','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2021\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch10b,<br \/>\r\ntitle = {Optimizing Support Vector Machines for Stormwater Prediction},<br \/>\r\nauthor = { Patrick Koch and Wolfgang Konen and Oliver Flasch and Thomas Bartz-Beielstein},<br \/>\r\neditor = {Bartz-Beielstein, Thomas and Chiarandini, M. and Paquete, L. and Preuss, Mike},<br \/>\r\nurl = {ls11-www.cs.tu-dortmund.de\/_media\/techreports\/tr10-07.pdf},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nbooktitle = {Proceedings of Workshop on Experimental Methods for the Assessment of Computational Systems joint to PPSN2010},<br \/>\r\nnumber = {TR10-2-007},<br \/>\r\npages = {47--59},<br \/>\r\naddress = {TU Dortmund},<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('2021','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2021\" 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=\"ls11-www.cs.tu-dortmund.de\/_media\/techreports\/tr10-07.pdf\" title=\"ls11-www.cs.tu-dortmund.de\/_media\/techreports\/tr10-07.pdf\" target=\"_blank\">ls11-www.cs.tu-dortmund.de\/_media\/techreports\/tr10-07.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2021','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\"> Koch, Patrick;  Konen, Wolfgang;  Flasch, Oliver;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\">Optimization of Support Vector Regression Models for Stormwater Prediction <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Hoffmann, Frank;  H\u00fcllermeier, Eyke (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Proceedings 20. Workshop Computational Intelligence, <\/span><span class=\"tp_pub_additional_pages\">S. 146\u2013160, <\/span><span class=\"tp_pub_additional_publisher\">Universit\u00e4tsverlag Karlsruhe, <\/span><span class=\"tp_pub_additional_year\">2010<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2022\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2022','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2022\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch10c,<br \/>\r\ntitle = {Optimization of Support Vector Regression Models for Stormwater Prediction},<br \/>\r\nauthor = { Patrick Koch and Wolfgang Konen and Oliver Flasch and Thomas Bartz-Beielstein},<br \/>\r\neditor = {Hoffmann, Frank and H\u00fcllermeier, Eyke},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nbooktitle = {Proceedings 20. Workshop Computational Intelligence},<br \/>\r\npages = {146--160},<br \/>\r\npublisher = {Universit\u00e4tsverlag Karlsruhe},<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('2022','tp_bibtex')\">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;  Flasch, Oliver;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2044','tp_links')\" style=\"cursor:pointer;\">Parameter-Tuned Data Mining: A General Framework<\/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> Hoffmann, Frank;  H\u00fcllermeier, Eyke (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Proceedings 20. Workshop Computational Intelligence, <\/span><span class=\"tp_pub_additional_publisher\">Universit\u00e4tsverlag Karlsruhe, <\/span><span class=\"tp_pub_additional_year\">2010<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2044\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2044','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2044\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2044','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2044\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Kone10a,<br \/>\r\ntitle = {Parameter-Tuned Data Mining: A General Framework},<br \/>\r\nauthor = { Wolfgang Konen and Patrick Koch and Oliver Flasch and Thomas Bartz-Beielstein},<br \/>\r\neditor = {Hoffmann, Frank and H\u00fcllermeier, Eyke},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/GMACI10_tunedDM.pdf},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nbooktitle = {Proceedings 20. Workshop Computational Intelligence},<br \/>\r\npublisher = {Universit\u00e4tsverlag Karlsruhe},<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('2044','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2044\" 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\/GMACI10_tunedDM.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/GMACI10_tunedDM.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/GMACI10_tunedDM.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2044','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('2058','tp_links')\" style=\"cursor:pointer;\">How slow is slow? SFA detects signals that are slower than the driving force<\/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> Filipic, Bogdan;  Silc, Juri (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Proc. 4th Int. Conf. on Bioinspired Optimization Methods and their Applications, BIOMA, Ljubljana, Slovenia, <\/span><span class=\"tp_pub_additional_year\">2010<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2058\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2058','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2058\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2058','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2058\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{KonK10a,<br \/>\r\ntitle = {How slow is slow? SFA detects signals that are slower than the driving force},<br \/>\r\nauthor = { Wolfgang Konen and Patrick Koch},<br \/>\r\neditor = {Filipic, Bogdan and Silc, Juri},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/BIOMA10-howslow.pdf},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nbooktitle = {Proc. 4th Int. Conf. on Bioinspired Optimization Methods and their Applications, BIOMA, Ljubljana, Slovenia},<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('2058','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2058\" 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\/BIOMA10-howslow.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/BIOMA10-howslow.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/BIOMA10-howslow.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2058','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\"> Hein, Kristine<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2080','tp_links')\" style=\"cursor:pointer;\">Gestenerkennung mit Slow Feature Analysis (SFA) - Klassifizierung von beschleunigungsbasierten 3D-Gesten des Wii-Controllers<\/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\">2010<\/span><span class=\"tp_pub_additional_note\">, (Master thesis, 3rd prize in Opitz award 2011)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2080\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2080','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2080\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2080','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2080\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@mastersthesis{Hein10,<br \/>\r\ntitle = {Gestenerkennung mit Slow Feature Analysis (SFA) - Klassifizierung von beschleunigungsbasierten 3D-Gesten des Wii-Controllers},<br \/>\r\nauthor = {Hein, Kristine},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA-KristineHein-2010.pdf},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nschool = {TH K\u00f6ln -- University of Applied Sciences},<br \/>\r\nnote = {Master thesis, 3rd prize in Opitz award 2011},<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('2080','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2080\" 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-KristineHein-2010.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA-KristineHein-2010.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/research\/PaperPDF\/MA-KristineHein-2010.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2080','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_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('2031','tp_links')\" style=\"cursor:pointer;\">How slow is slow? SFA detects signals that are slower than the driving force<\/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_number\">Nr. 05\/09, <\/span><span class=\"tp_pub_additional_year\">2009<\/span><span class=\"tp_pub_additional_note\">, (e-print published at http:\/\/arxiv.org\/abs\/0911.4397)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2031\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2031','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2031\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2031','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2031\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kon09a,<br \/>\r\ntitle = {How slow is slow? SFA detects signals that are slower than the driving force},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/arxiv.org\/abs\/0911.4397},<br \/>\r\nyear  = {2009},<br \/>\r\ndate = {2009-11-01},<br \/>\r\nnumber = {05\/09},<br \/>\r\ninstitution = {Cologne University of Applied Sciences},<br \/>\r\nnote = {e-print published at http:\/\/arxiv.org\/abs\/0911.4397},<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('2031','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2031\" 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=\"http:\/\/arxiv.org\/abs\/0911.4397\" title=\"http:\/\/arxiv.org\/abs\/0911.4397\" target=\"_blank\">http:\/\/arxiv.org\/abs\/0911.4397<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2031','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('2032','tp_links')\" style=\"cursor:pointer;\">On the numeric stability of the SFA implementation sfa-tk<\/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_number\">Nr. 05\/10, <\/span><span class=\"tp_pub_additional_year\">2009<\/span><span class=\"tp_pub_additional_note\">, (e-print published at http:\/\/arxiv.org\/abs\/0912.1064)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_2032\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2032','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2032\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2032','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2032\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kon09b,<br \/>\r\ntitle = {On the numeric stability of the SFA implementation sfa-tk},<br \/>\r\nauthor = { Wolfgang Konen},<br \/>\r\nurl = {http:\/\/arxiv.org\/abs\/0912.1064},<br \/>\r\nyear  = {2009},<br \/>\r\ndate = {2009-11-01},<br \/>\r\nnumber = {05\/10},<br \/>\r\ninstitution = {Cologne University of Applied Sciences},<br \/>\r\nnote = {e-print published at http:\/\/arxiv.org\/abs\/0912.1064},<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('2032','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2032\" 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=\"http:\/\/arxiv.org\/abs\/0912.1064\" title=\"http:\/\/arxiv.org\/abs\/0912.1064\" target=\"_blank\">http:\/\/arxiv.org\/abs\/0912.1064<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2032','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Systematische Optimierung von Modellen f\u00fcr Automatisierungstechnik und IT Das BMBF-gef\u00f6rderte Projekt SOMA wurde im Zeitraum 2009-2013 durchgef\u00fchrt. Projektpartner waren die Universit\u00e4t Leiden, die Ruhr-Universit\u00e4t Bochum, die Nurogames GmbH, K\u00f6ln und die divis GmbH, Dortmund. Die systematische Optimierung von Modellen f\u00fcr komplexe Anwendungen in Informations- und Automatisierungstechnik, hier mit dem Ziel der Prognose von Zielgr\u00f6\u00dfen oder&#8230;  <a href=\"https:\/\/blogs.gm.fh-koeln.de\/konen\/projekte\/soma\/\" class=\"more-link\" title=\"Read SOMA\"><?php _e(\"Read more &raquo;\",\"wpbootstrap\"); ?><\/a><\/p>\n","protected":false},"author":38,"featured_media":0,"parent":275,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-625","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/625","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=625"}],"version-history":[{"count":14,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/625\/revisions"}],"predecessor-version":[{"id":2479,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/625\/revisions\/2479"}],"up":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/275"}],"wp:attachment":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/media?parent=625"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}