{"id":700,"date":"2014-12-20T18:48:22","date_gmt":"2013-11-09T21:49:34","guid":{"rendered":"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/konen\/?page_id=700"},"modified":"2021-06-06T19:29:51","modified_gmt":"2021-06-06T17:29:51","slug":"new-tdmr-2","status":"publish","type":"page","link":"https:\/\/blogs.gm.fh-koeln.de\/konen\/projects\/new-tdmr-2\/","title":{"rendered":"TDMR"},"content":{"rendered":"<div class=\"twoclick_social_bookmarks_post_700 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_700')){$('.twoclick_social_bookmarks_post_700').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\\\/new-tdmr-2\\\/\",\"post_id\":700,\"post_title_referrer_track\":\"TDMR\",\"display_infobox\":\"on\"});}});\n\/* ]]> *\/<\/script><\/div><p class=\"lead\"><span style=\"font-size: 18px\"><strong>T<\/strong>uned <strong>D<\/strong>ata <strong>M<\/strong>ining in <strong>R<\/strong><\/span><\/p>\n<p><span style=\"font-size: 14px\">The search for the best parameters in data mining models is known as &#8222;parameter tuning&#8220; or &#8222;tuning&#8220;. The <a href=\"http:\/\/cran.r-project.org\/web\/packages\/TDMR\/\">R-Package TDMR<\/a> supports the data mining expert and the data mining practioner in this endeavour. <\/span><\/p>\n<p><span style=\"font-size: 14px\">TDMR was developed in the framework of the research project\u00a0 <a href=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/soma\/\">SOMA<\/a> by Wolfgang Konen und Patrick Koch. <\/span><\/p>\n<p><a href=\"http:\/\/cran.r-project.org\/web\/packages\/TDMR\/\"><strong><span style=\"font-size: 12px\">Download TDMR from CRAN<\/span><\/strong><\/a><\/p>\n<p>&nbsp;<\/p>\n<p><span style=\"font-size: 14px\">A <a href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b.pdf\">tutorial for TDMR<\/a> is available <a href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12b.d\/Kone12b.pdf\">here<\/a>. <\/span><\/p>\n<p><span style=\"font-size: 14px\">The <a href=\"http:\/\/www.gm.fh-koeln.de\/ciopwebpub\/Kone12a.d\/Kone12a.pdf\">TDMR-documentation<\/a> explains more details about TDMR. <\/span><\/p>\n<p>More information on TDMR on the <a href=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/tuned-data-mining\/\">CIOP webpage TDMR<\/a>.<\/p>\n<p>&nbsp;<\/p>\n<p><strong><span style=\"font-size: 20px\">Publikationen TDMR<\/span><\/strong><\/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_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><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Koch, Patrick;  Wagner, Tobias;  Emmerich, Michael T. M.;  B\u00e4ck, Thomas;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2028','tp_links')\" style=\"cursor:pointer;\">Efficient multi-criteria optimization on noisy machine learning problems<\/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\">Applied Soft Computing, <\/span><span class=\"tp_pub_additional_volume\">Bd. 29, <\/span><span class=\"tp_pub_additional_pages\">S. 357-370, <\/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_2028\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2028','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2028\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2028','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2028\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Koch14,<br \/>\r\ntitle = {Efficient multi-criteria optimization on noisy machine learning problems},<br \/>\r\nauthor = { Patrick Koch and Tobias Wagner and Michael T. M. Emmerich and Thomas B\u00e4ck and Wolfgang Konen},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch2015a-ASOC.pdf},<br \/>\r\ndoi = {https:\/\/doi.org\/10.1016\/j.asoc.2015.01.005},<br \/>\r\nyear  = {2015},<br \/>\r\ndate = {2015-00-01},<br \/>\r\njournal = {Applied Soft Computing},<br \/>\r\nvolume = {29},<br \/>\r\npages = {357-370},<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('2028','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2028\" 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\/Koch2015a-ASOC.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch2015a-ASOC.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/Koch2015a-ASOC.pdf<\/a><\/li><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/https:\/\/doi.org\/10.1016\/j.asoc.2015.01.005\" title=\"Folge der DOI-Nummer:https:\/\/doi.org\/10.1016\/j.asoc.2015.01.005\" target=\"_blank\">doi:https:\/\/doi.org\/10.1016\/j.asoc.2015.01.005<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2028','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_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('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><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\"> Friese, Martina;  Zaefferer, Martin;  Bartz-Beielstein, Thomas;  Flasch, Oliver;  Koch, Patrick;  Konen, Wolfgang;  Naujoks, Boris<\/p><p class=\"tp_pub_title\">Ensemble Based Optimization and Tuning Algorithms <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. 119\u2013134, <\/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_bibtex_link\"><a id=\"tp_bibtex_sh_2019\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2019','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2019\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Frie11a,<br \/>\r\ntitle = {Ensemble Based Optimization and Tuning Algorithms},<br \/>\r\nauthor = { Martina Friese and Martin Zaefferer and Thomas Bartz-Beielstein and Oliver Flasch and Patrick Koch and Wolfgang Konen and Boris Naujoks},<br \/>\r\neditor = {Hoffmann, Frank and H\u00fcllermeier, Eyke},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<br \/>\r\nbooktitle = {Proceedings 21. 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('2019','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\"> 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><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;  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><h3 class=\"tp_h3\" id=\"tp_h3_2009\">2009<\/h3><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Zimmer, Tobias;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('2043','tp_links')\" style=\"cursor:pointer;\">Optimized Modelling of Fill Levels in Stormwater Tanks Using CI-based Parameter Selection Schemes (in german)<\/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\">at-Automatisierungstechnik, <\/span><span class=\"tp_pub_additional_volume\">Bd. 57, <\/span><span class=\"tp_pub_additional_number\">Nr. 3, <\/span><span class=\"tp_pub_additional_pages\">S. 155\u2013166, <\/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_2043\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2043','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_2043\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('2043','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_2043\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{Kone09b,<br \/>\r\ntitle = {Optimized Modelling of Fill Levels in Stormwater Tanks Using CI-based Parameter Selection Schemes (in german)},<br \/>\r\nauthor = { Wolfgang Konen and Tobias Zimmer and Thomas Bartz-Beielstein},<br \/>\r\ndoi = {10.1524\/auto.2009.0756},<br \/>\r\nyear  = {2009},<br \/>\r\ndate = {2009-01-01},<br \/>\r\njournal = {at-Automatisierungstechnik},<br \/>\r\nvolume = {57},<br \/>\r\nnumber = {3},<br \/>\r\npages = {155--166},<br \/>\r\npublisher = {Oldenbourg},<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('2043','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_2043\" style=\"display:none;\"><div class=\"tp_links_entry\"><ul class=\"tp_pub_list\"><li><i class=\"ai ai-doi\"><\/i><a class=\"tp_pub_list\" href=\"https:\/\/dx.doi.org\/10.1524\/auto.2009.0756\" title=\"Folge der DOI-Nummer:10.1524\/auto.2009.0756\" target=\"_blank\">doi:10.1524\/auto.2009.0756<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('2043','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>Tuned Data Mining in R The search for the best parameters in data mining models is known as &#8222;parameter tuning&#8220; or &#8222;tuning&#8220;. The R-Package TDMR supports the data mining expert and the data mining practioner in this endeavour. TDMR was developed in the framework of the research project\u00a0 SOMA by Wolfgang Konen und Patrick Koch&#8230;.  <a href=\"https:\/\/blogs.gm.fh-koeln.de\/konen\/projects\/new-tdmr-2\/\" class=\"more-link\" title=\"Read TDMR\"><?php _e(\"Read more &raquo;\",\"wpbootstrap\"); ?><\/a><\/p>\n","protected":false},"author":38,"featured_media":0,"parent":525,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":"","_links_to":"","_links_to_target":""},"class_list":["post-700","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/700","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=700"}],"version-history":[{"count":16,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/700\/revisions"}],"predecessor-version":[{"id":2481,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/700\/revisions\/2481"}],"up":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/pages\/525"}],"wp:attachment":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/konen\/wp-json\/wp\/v2\/media?parent=700"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}