


{"id":31,"date":"2010-08-27T18:48:11","date_gmt":"2010-08-27T16:48:11","guid":{"rendered":"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/?page_id=31"},"modified":"2025-01-20T09:12:22","modified_gmt":"2025-01-20T08:12:22","slug":"soma","status":"publish","type":"page","link":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/soma\/","title":{"rendered":"SOMA"},"content":{"rendered":"<div dir=\"ltr\">\n<h1>\n\t\t<a class=\"thickbox\" href=\"http:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/logo_soma.png\"><img loading=\"lazy\" decoding=\"async\" width=\"137\" height=\"80\" alt=\"logo_soma\" class=\"alignnone size-full wp-image-111\" src=\"http:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/logo_soma.png\" style=\"width: 137px;height: 80px;float: right\" \/><\/a><span style=\"font-size:16px\"><strong>S<\/strong>ystematical <strong>O<\/strong>ptimization of <strong>M<\/strong>odels in <strong>A<\/strong>utomation a<\/span><span style=\"font-size:16px\">nd <\/span>IT<br \/>\n\t<\/h1>\n<\/div>\n<div dir=\"ltr\">\n\t<span style=\"font-size:14px\">This BMBF-sponsored project was conducted in 2009-2013. Project partner were <strong>Leiden U<\/strong><\/span><span style=\"font-size:14px\"><strong>niversity<\/strong>, NL, <strong>University Bochum<\/strong>, <strong>Nurogames GmbH<\/strong>, Cologne and&nbsp; <strong>divis GmbH<\/strong>, Dortmund.<\/span> &nbsp;\n<\/div>\n<div dir=\"ltr\">\n<h1>\n\t\t<a class=\"thickbox\" href=\"http:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2015\/03\/BMBF_Logo.gif\"><img loading=\"lazy\" decoding=\"async\" alt=\"BMBF_Logo\" class=\"alignnone size-medium wp-image-680\" height=\"70\" src=\"http:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2015\/03\/BMBF_Logo-300x151.gif\" style=\"float: right\" width=\"137\" srcset=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2015\/03\/BMBF_Logo-300x151.gif 300w, https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2015\/03\/BMBF_Logo-1024x514.gif 1024w\" sizes=\"auto, (max-width: 137px) 100vw, 137px\" \/><\/a><br \/>\n\t<\/h1>\n<\/div>\n<div dir=\"ltr\">\n\t<span style=\"font-size:14px\">Systematic optimization of models for complex applications in IT and automation, here with the goal of forecasting and optimal control of plants or processes, is the topic of this project. It poses still a great challenge for the practioner in computer science or engineering. In many cases it is not alone a problem of the right model parametrization, but also a task of intelligent data preprocessing and data selection. Here the project SOMA aims at developing and offering new solutions and tools.<\/span>\n<\/div>\n<div dir=\"ltr\">\n\t&nbsp;\n<\/div>\n<div dir=\"ltr\">\n\t<span style=\"font-size:14px\">Under the umbrella of SOMA several sub-projects were undertaken:&nbsp; <a href=\"http:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/tuned-data-mining\/\">Tuned data mining (TDMR)<\/a>, <a href=\"http:\/\/blogs.gm.fh-koeln.deciop\/research\/gesture-recognition\/\">gesture recognition<\/a>, reinforcement learning for strategic games, intelligent methods for feature generation like <a href=\"http:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/slow-feature-analysis-sfa\/\">slow feature analysis (SFA)<\/a> or n-tuple systems.&nbsp; <\/span>\n<\/div>\n<div dir=\"ltr\">\n\t&nbsp;\n<\/div>\n<div dir=\"ltr\">\n\t<span style=\"font-size:14px\"><strong>Topics<\/strong>: Applied computer science, modeling, simulation, learning system, computational intelligence (evolutionary algorithms, neural networks), data mining.<\/span>\n<\/div>\n<div dir=\"ltr\">\n\t&nbsp;\n<\/div>\n<div dir=\"ltr\">\n\t&nbsp;\n<\/div>\n<div dir=\"ltr\">\n<p class=\"lead\">\n\t\t<strong><span style=\"font-size:20px\">Publications SOMA<\/span><\/strong>\n\t<\/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('354','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_354\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('354','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_354\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('354','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_354\" 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('354','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_354\" 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('354','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('355','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_355\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('355','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_355\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('355','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_355\" 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('355','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_355\" 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('355','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('30','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_30\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('30','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_30\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('30','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_30\" 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 = {Frank Hoffmann and Eyke H\u00fcllermeier},<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('30','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_30\" 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('30','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('103','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\">(under review), <\/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_103\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('103','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_103\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('103','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_103\" 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 = {Berthold Lausen},<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 = {(under review)},<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('103','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_103\" 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('103','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('352','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_352\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('352','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_352\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('352','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_352\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone12ac,<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('352','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_352\" 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('352','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('353','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_353\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('353','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_353\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('353','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_353\" 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('353','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_353\" 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('353','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('298','tp_links')\" style=\"cursor:pointer;\">The TDMR Framework: 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>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_298\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('298','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_298\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('298','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_298\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone12ab,<br \/>\r\ntitle = {The TDMR Framework: 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  = {2012},<br \/>\r\ndate = {2012-01-01},<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\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('298','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_298\" 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('298','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('281','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, Carlos A. Coello;  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_281\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('281','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_281\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('281','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_281\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch12ab,<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 = {Carlos A. Coello Coello and Vincenzo Cutello and others},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch12a.d\/Koch12a.pdf},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-01-01},<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('281','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_281\" 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:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch12a.d\/Koch12a.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch12a.d\/Koch12a.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch12a.d\/Koch12a.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('281','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('316','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, Carlos A. Coello;  Cutello, Vincenzo (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_316\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('316','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_316\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('316','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_316\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Thil12b,<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 = {Carlos A. Coello Coello and Vincenzo Cutello},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Thi12.d\/Thil12.pdf},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-01-01},<br \/>\r\nurldate = {2012-01-01},<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('316','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_316\" 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:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Thi12.d\/Thil12.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Thi12.d\/Thil12.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Thi12.d\/Thil12.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('316','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('28','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_28\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('28','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_28\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('28','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_28\" 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('28','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_28\" 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('28','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_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\">Tuned Data Mining in R <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_bibtex_link\"><a id=\"tp_bibtex_sh_285\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('285','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_285\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch11bb,<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 = {Frank Hoffmann and Eyke H\u00fcllermeier},<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('285','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;  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_302\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('302','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_302\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Kone11db,<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 = {Natalio Krasnogor},<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('302','tp_bibtex')\">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('40','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_40\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('40','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_40\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('40','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_40\" 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:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11e.d\/Konen11e.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<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('40','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_40\" 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:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11e.d\/Konen11e.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11e.d\/Konen11e.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11e.d\/Konen11e.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('40','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('280','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_280\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('280','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_280\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('280','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_280\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Koch11ab,<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:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch11a.d\/svmTuning.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<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('280','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_280\" 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:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch11a.d\/svmTuning.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch11a.d\/svmTuning.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Koch11a.d\/svmTuning.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('280','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_article\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Konen, Wolfgang;  Koch, Patrick<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('300','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_300\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('300','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_300\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('300','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_300\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@article{KonK10bb,<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\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('300','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_300\" 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><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('300','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('289','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_289\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('289','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_289\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('289','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_289\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kone11fb,<br \/>\r\ntitle = {SFA classification with few training data: Improvements with parametric bootstrap},<br \/>\r\nauthor = {Wolfgang Konen},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11f.d\/Konen11f.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<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('289','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_289\" 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:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11f.d\/Konen11f.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11f.d\/Konen11f.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Konen11f.d\/Konen11f.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('289','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\"> Konen, Wolfgang;  Koch, Patrick;  Flasch, Oliver;  Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('301','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_301\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('301','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_301\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('301','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_301\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Kone10ab,<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 = {Frank Hoffmann and Eyke H\u00fcllermeier},<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('301','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_301\" 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('301','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\"> Hein, Kristine<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('277','tp_links')\" style=\"cursor:pointer;\">Gestenerkennung mit Slow Feature Analysis (SFA) - Klassifizierung von beschleunigungsbasierten 3\u0110-Gesten des Wii-Controllers<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">FH K\u00f6ln <\/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_277\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('277','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_277\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('277','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_277\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Hein10b,<br \/>\r\ntitle = {Gestenerkennung mit Slow Feature Analysis (SFA) - Klassifizierung von beschleunigungsbasierten 3\u0110-Gesten des Wii-Controllers},<br \/>\r\nauthor = {Kristine Hein},<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\ninstitution = {FH K\u00f6ln},<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('277','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_277\" 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('277','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('282','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,;  Paquete,;  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_282\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('282','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_282\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('282','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_282\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch10bb,<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 = {Thomas Bartz-Beielstein and Chiarandini and Paquete and Mike Preuss},<br \/>\r\nurl = {http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/PPSN2010-appStorm2.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('282','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_282\" 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\/PPSN2010-appStorm2.pdf\" title=\"http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/PPSN2010-appStorm2.pdf\" target=\"_blank\">http:\/\/www.gm.fh-koeln.de\/~konen\/Publikationen\/PPSN2010-appStorm2.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('282','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_283\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('283','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_283\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Koch10cb,<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 = {Frank Hoffmann and Eyke H\u00fcllermeier},<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('283','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;  Hein, Kristine<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('33','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_33\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('33','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_33\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('33','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_33\" 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('33','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_33\" 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('33','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('297','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, B.;  Silc, J. (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_297\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('297','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_297\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('297','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_297\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{KonK10ab,<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 = {B. Filipic and J. Silc},<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('297','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_297\" 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('297','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('290','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_290\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('290','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_290\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('290','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_290\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kon09ab,<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 = {2009-01-01},<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('290','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_290\" 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('290','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('291','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_291\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('291','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_291\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('291','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_291\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Kon09bb,<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 = {2009-01-01},<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('291','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_291\" 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('291','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><\/div><\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>Systematical Optimization of Models in Automation and IT This BMBF-sponsored project was conducted in 2009-2013. Project partner were Leiden University, NL, University Bochum, Nurogames GmbH, Cologne and&nbsp; divis GmbH, Dortmund. &nbsp; Systematic optimization of models for complex applications in IT and automation, here with the goal of forecasting and optimal control of plants or processes,...  <a href=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/soma\/\" class=\"more-link\" title=\"Read SOMA\"><?php _e(\"Read more &raquo;\",\"wpbootstrap\"); ?><\/a><\/p>\n","protected":false},"author":41,"featured_media":0,"parent":27,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-31","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/31","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/users\/41"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/comments?post=31"}],"version-history":[{"count":24,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/31\/revisions"}],"predecessor-version":[{"id":1951,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/31\/revisions\/1951"}],"up":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/27"}],"wp:attachment":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/media?parent=31"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}