


{"id":29,"date":"2010-08-27T18:47:33","date_gmt":"2010-08-27T16:47:33","guid":{"rendered":"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/?page_id=29"},"modified":"2015-03-19T09:15:56","modified_gmt":"2015-03-19T08:15:56","slug":"fiwa","status":"publish","type":"page","link":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/fiwa\/","title":{"rendered":"FIWA"},"content":{"rendered":"<h2>\n\tDescription<br \/>\n<\/h2>\n<p class=\"lead\">\n\t<strong>CI Methods for predictions in finance and water industry&nbsp;<span style=\"font-size: medium\">(FIWA)<\/span><\/strong><a class=\"thickbox\" href=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/files\/2010\/08\/fiwaOfficialLarge.png\"><img loading=\"lazy\" decoding=\"async\" width=\"995\" height=\"521\" alt=\"fiwaOfficialLarge\" class=\"alignleft size-full wp-image-609\" src=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/files\/2010\/08\/fiwaOfficialLarge.png\" style=\"width: 150px;height: 79px;float: right\" srcset=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/fiwaOfficialLarge.png 995w, https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/fiwaOfficialLarge-300x157.png 300w\" sizes=\"auto, (max-width: 995px) 100vw, 995px\" \/><\/a>\n<\/p>\n<p>\n\tExtracting information and making reliable predictions from complex real-world data is a challenging task &ndash; especially in finance and water industry. &nbsp;Methods from computational intelligence are developed, analyzed, and applied in this research project. These CI methods, namely genetic programming, complement classical statistical techniques from time-series analysis.\n<\/p>\n<h2>\n\tPeople<br \/>\n<\/h2>\n<p>\n\t<a href=\"http:\/\/www.spotseven.de\/prof-thomas-bartz-beielstein\/\">Thomas Bartz-Beielstein<\/a>,&nbsp;<a href=\"http:\/\/www.spotseven.de\/prof-thomas-bartz-beielstein\/\">Oliver Flasch<\/a>,&nbsp;<a href=\"http:\/\/www.spotseven.de\/prof-thomas-bartz-beielstein\/\">Martina Friese<\/a>,&nbsp;<a href=\"http:\/\/www.spotseven.de\/prof-thomas-bartz-beielstein\/\">Boris Naujoks<\/a>,&nbsp;<a href=\"http:\/\/www.spotseven.de\/prof-thomas-bartz-beielstein\/\">J&ouml;rg Stork<\/a>,&nbsp;<a href=\"http:\/\/www.spotseven.de\/prof-thomas-bartz-beielstein\/\">Martin Zaefferer<\/a>\n<\/p>\n<h2>\n\tPublications<br \/>\n<\/h2>\n<p>\n\t<span style=\"line-height: 16.6399993896484px\"><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_2010\">2010<\/h3><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Flasch, Oliver;  Bartz-Beielstein, Thomas;  Davtyan, Arthur;  Koch, Patrick;  Konen, Wolfgang;  Oyetoyan, Tosin Daniel;  Tamutan, Michael<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('270','tp_links')\" style=\"cursor:pointer;\">Comparing CI Methods for Prediction Models in Environmental Engineering<\/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\">Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany, <\/span><span class=\"tp_pub_additional_number\">Nr. 02\/10, <\/span><span class=\"tp_pub_additional_year\">2010<\/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_270\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('270','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_270\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('270','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_270\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Flas10ab,<br \/>\r\ntitle = {Comparing CI Methods for Prediction Models in Environmental Engineering},<br \/>\r\nauthor = {Oliver Flasch and Thomas Bartz-Beielstein and Arthur Davtyan and Patrick Koch and Wolfgang Konen and Tosin Daniel Oyetoyan and Michael Tamutan},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Flas10a.d\/ciop0210.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nnumber = {02\/10},<br \/>\r\naddress = {Faculty of Computer Science and Engineering Science, Cologne University of Applied Sciences, Germany},<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('270','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_270\" 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\/Flas10a.d\/ciop0210.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Flas10a.d\/ciop0210.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Flas10a.d\/ciop0210.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('270','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\"> Bartz-Beielstein, Thomas;  Flasch, Oliver;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\">SPOT: A Toolbox for Interactive and Automatic Tuning of SearchHeuristics and Simulation Models in the R Environment <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Cologne University of Applied Sciences <\/span><span class=\"tp_pub_additional_year\">2010<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_5\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('5','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_5\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart10q,<br \/>\r\ntitle = {SPOT: A Toolbox for Interactive and Automatic Tuning of SearchHeuristics and Simulation Models in the R Environment},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Oliver Flasch and Patrick Koch and Wolfgang Konen },<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\ninstitution = {Cologne University of Applied Sciences},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {techreport}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('5','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\"> Ziegenhirt, J\u00f6rg;  Bartz-Beielstein, Thomas;  Flasch, Oliver;  Konen, Wolfgang;  Zaefferer, Martin<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('111','tp_links')\" style=\"cursor:pointer;\">Optimization of Biogas Production with Computational Intelligence - A Comparative Study<\/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\/10, <\/span><span class=\"tp_pub_additional_year\">2010<\/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_111\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('111','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_111\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('111','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_111\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Zieg10a,<br \/>\r\ntitle = {Optimization of Biogas Production with Computational Intelligence - A Comparative Study},<br \/>\r\nauthor = {J\u00f6rg Ziegenhirt and Thomas Bartz-Beielstein and Oliver Flasch and Wolfgang Konen and Martin Zaefferer},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Zieg10a.d\/ciop0310.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nnumber = {03\/10},<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('111','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_111\" 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\/Zieg10a.d\/ciop0310.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Zieg10a.d\/ciop0310.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Zieg10a.d\/ciop0310.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('111','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\"> Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('158','tp_links')\" style=\"cursor:pointer;\">SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization<\/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 andData 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. 05\/10, <\/span><span class=\"tp_pub_additional_year\">2010<\/span>, <span class=\"tp_pub_additional_issn\">ISSN: 2191-365X<\/span><span class=\"tp_pub_additional_note\">, (Comments: Related software can be downloaded from http:\/\/cran.r-project.org\/web\/packages\/SPOT\/index.html)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_158\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('158','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_158\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('158','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_158\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart10eb,<br \/>\r\ntitle = {SPOT: An R Package For Automatic and Interactive Tuning of Optimization Algorithms by Sequential Parameter Optimization},<br \/>\r\nauthor = {Thomas Bartz-Beielstein},<br \/>\r\nurl = {http:\/\/arxiv.org\/abs\/1006.4645},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nnumber = {05\/10},<br \/>\r\naddress = {Cologne University of Applied Science, Faculty of Computer Scienceand Engineering Science},<br \/>\r\ninstitution = {Research Center CIOP (Computational Intelligence, Optimization andData Mining)},<br \/>\r\nnote = {Comments: Related software can be downloaded from http:\/\/cran.r-project.org\/web\/packages\/SPOT\/index.html},<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('158','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_158\" 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\/1006.4645\" title=\"http:\/\/arxiv.org\/abs\/1006.4645\" target=\"_blank\">http:\/\/arxiv.org\/abs\/1006.4645<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('158','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2008\">2008<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas;  Preuss, Mike<\/p><p class=\"tp_pub_title\">Experimental research in evolutionary computation <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span><span class=\"tp_pub_additional_booktitle\">GECCO (Companion), <\/span><span class=\"tp_pub_additional_pages\">S. 2517-2534, <\/span><span class=\"tp_pub_additional_year\">2008<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_141\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('141','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_141\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Bart08e,<br \/>\r\ntitle = {Experimental research in evolutionary computation},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Mike Preuss},<br \/>\r\nyear  = {2008},<br \/>\r\ndate = {2008-01-01},<br \/>\r\nbooktitle = {GECCO (Companion)},<br \/>\r\npages = {2517-2534},<br \/>\r\ncrossref = {DBLP:conf\/gecco\/2008c},<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('141','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><\/div><\/div><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Description CI Methods for predictions in finance and water industry&nbsp;(FIWA) Extracting information and making reliable predictions from complex real-world data is a challenging task &ndash; especially in finance and water industry. &nbsp;Methods from computational intelligence are developed, analyzed, and applied in this research project. These CI methods, namely genetic programming, complement classical statistical techniques from...  <a href=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/fiwa\/\" class=\"more-link\" title=\"Read FIWA\"><?php _e(\"Read more &raquo;\",\"wpbootstrap\"); ?><\/a><\/p>\n","protected":false},"author":15,"featured_media":0,"parent":27,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-29","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/29","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\/15"}],"replies":[{"embeddable":true,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/comments?post=29"}],"version-history":[{"count":12,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/29\/revisions"}],"predecessor-version":[{"id":612,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/29\/revisions\/612"}],"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=29"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}