{"id":49,"date":"2010-08-30T09:25:22","date_gmt":"2010-08-30T07:25:22","guid":{"rendered":"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/?page_id=49"},"modified":"2015-03-20T16:15:44","modified_gmt":"2015-03-20T15:15:44","slug":"spot","status":"publish","type":"page","link":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/spot\/","title":{"rendered":"SPOT"},"content":{"rendered":"<h2>\n\tDescription<br \/>\n<\/h2>\n<p class=\"lead\">\n\tSequential parameter optimization can be described as a tuning algorithm with the following properties:<a class=\"thickbox\" href=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/files\/2010\/08\/spotOfficial.jpg\"><img loading=\"lazy\" decoding=\"async\" alt=\"spotOfficial\" class=\"alignright size-full wp-image-347\" height=\"77\" src=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/files\/2010\/08\/spotOfficial.jpg\" width=\"152\" srcset=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/spotOfficial.jpg 152w, https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/spotOfficial-150x77.jpg 150w\" sizes=\"auto, (max-width: 152px) 100vw, 152px\" \/><\/a>\n<\/p>\n<ul>\n<li>\n\t\t(i) Use the available budget (e.g., simulator runs, number of function evaluations) sequentially, i.e., use information from the exploration of the search space to guide the search by building one or several meta models. Choose new design points based on predictions from the meta model(s). Rene the meta model(s)) stepwise to improve knowledge about the search space.\n\t<\/li>\n<li>\n\t\t(ii) Try to cope with noise by improving condence. Guarantee comparable confidence for search points.\n\t<\/li>\n<li>\n\t\t(iii) Collect information to learn from this tuning process, e.g., apply explorative data analysis.\n\t<\/li>\n<li>\n\t\t(iv) Provide mechanisms both for interactive and automated tuning.\n\t<\/li>\n<\/ul>\n<p>\n\tSPOT was developed over the last years by Thomas Bartz-Beielstein, Christian Lasarczyk, and Mike Preuss. The main purpose of SPOT is to determine improved parameter settings for optimization algorithms to analyze and understand their performance.\n<\/p>\n<p>\n\t<a class=\"thickbox\" href=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/files\/2010\/08\/spotdataflow2.png\"><img loading=\"lazy\" decoding=\"async\" width=\"912\" height=\"687\" alt=\"spotdataflow2\" class=\"aligncenter size-full wp-image-667\" src=\"http:\/\/lwibs01.gm.fh-koeln.de\/blogs\/ciop\/files\/2010\/08\/spotdataflow2.png\" style=\"width: 500px;height: 377px\" srcset=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/spotdataflow2.png 912w, https:\/\/blogs.gm.fh-koeln.de\/ciop\/files\/2010\/08\/spotdataflow2-300x226.png 300w\" sizes=\"auto, (max-width: 912px) 100vw, 912px\" \/><\/a><br \/>\n\tSPOT was successfully applied to numerous optimization algorithms, especially in the field of evolutionary computation, i.e., evolution strategies, particle swarm optimization, algorithmic chemistries etc. in the following domains:\n<\/p>\n<ul>\n<li>\n\t\tmachine engineering: design of mold temperature control\n\t<\/li>\n<li>\n\t\taerospace industry: airfoil design optimization\n\t<\/li>\n<li>\n\t\tsimulation and optimization: elevator group control\n\t<\/li>\n<li>\n\t\ttechnical thermodynamics: non sharp separation\n\t<\/li>\n<li>\n\t\teconomy: agri-environmental policy-switchings\n\t<\/li>\n<li>\n\t\talgorithm engineering: graph drawing\n\t<\/li>\n<li>\n\t\tstatistics: selection under uncertainty (optimal computational budget allocation) for PSO\n\t<\/li>\n<li>\n\t\tevolution strategies: threshold selection and step-size adaptation\n\t<\/li>\n<li>\n\t\tgenetic chromodynamics\n\t<\/li>\n<li>\n\t\tcomputational intelligence: algorithmic chemistry\n\t<\/li>\n<li>\n\t\tparticle swarm optimization: analysis and application\n\t<\/li>\n<li>\n\t\tnumerics: comparison and analysis of classical and modern optimization algorithms\n\t<\/li>\n<li>\n\t\tvehicle routing and door-assignment problems\n\t<\/li>\n<li>\n\t\tbioinformatics\n\t<\/li>\n<li>\n\t\tstorm water management\n\t<\/li>\n<li>\n\t\tdifferential and integral equations\n\t<\/li>\n<li>\n\t\ttime series analysis\n\t<\/li>\n<\/ul>\n<p>\n\tAn R version of this toolbox for interactive and automatic optimization of algorithms can be downloaded from&nbsp;<a href=\"http:\/\/cran.r-project.org\/web\/packages\/SPOT\/index.html\">CRAN<\/a>.\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>, Christian Lasarczyk, and Mike Preuss\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_2012\">2012<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas;  Friese, Martina;  Naujoks, Boris;  Zaefferer, Martin<\/p><p class=\"tp_pub_title\">SPOT Applied to Non-Stochastic Optimization Problems---An Experimental Study <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Rodriguez, Katya;  Blum, Christian (Hrsg.): <span class=\"tp_pub_additional_booktitle\">GECCO 2012 Late breaking abstracts workshop, <\/span><span class=\"tp_pub_additional_pages\">S. 645\u2013646, <\/span><span class=\"tp_pub_additional_publisher\">ACM, <\/span><span class=\"tp_pub_additional_address\">Philadelphia, Pennsylvania, USA, <\/span><span class=\"tp_pub_additional_year\">2012<\/span>, <span class=\"tp_pub_additional_isbn\">ISBN: 978-1-4503-1178-6<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_190\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('190','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_190\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Bart12d,<br \/>\r\ntitle = {SPOT Applied to Non-Stochastic Optimization Problems---An Experimental Study},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Martina Friese and Boris Naujoks and Martin Zaefferer},<br \/>\r\neditor = {Katya Rodriguez and Christian Blum},<br \/>\r\nisbn = {978-1-4503-1178-6},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-01-01},<br \/>\r\nbooktitle = {GECCO 2012 Late breaking abstracts workshop},<br \/>\r\npages = {645--646},<br \/>\r\npublisher = {ACM},<br \/>\r\naddress = {Philadelphia, Pennsylvania, USA},<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('190','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_misc\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\">Spot Seven <span class=\"tp_pub_type tp_  misc\">Sonstige<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_howpublished\">Presentation---ESF Workshop Rome, <\/span><span class=\"tp_pub_additional_year\">2012<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_152\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('152','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_152\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@misc{Bart12h,<br \/>\r\ntitle = {Spot Seven},<br \/>\r\nauthor = {Thomas Bartz-Beielstein},<br \/>\r\nyear  = {2012},<br \/>\r\ndate = {2012-01-01},<br \/>\r\nhowpublished = {Presentation---ESF Workshop Rome},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {misc}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('152','tp_bibtex')\">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\"> Bartz-Beielstein, Thomas;  Zaefferer, Martin<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('249','tp_links')\" style=\"cursor:pointer;\">SPOT Package Vignette<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Cologne University of Applied Sciences <\/span><span class=\"tp_pub_additional_year\">2011<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_249\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('249','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_249\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('249','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_249\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart11m,<br \/>\r\ntitle = {SPOT Package Vignette},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Martin Zaefferer},<br \/>\r\nurl = {http:\/\/cran.r-project.org\/web\/packages\/SPOT\/vignettes\/SPOT.pdf},<br \/>\r\nyear  = {2011},<br \/>\r\ndate = {2011-01-01},<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('249','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_249\" 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:\/\/cran.r-project.org\/web\/packages\/SPOT\/vignettes\/SPOT.pdf\" title=\"http:\/\/cran.r-project.org\/web\/packages\/SPOT\/vignettes\/SPOT.pdf\" target=\"_blank\">http:\/\/cran.r-project.org\/web\/packages\/SPOT\/vignettes\/SPOT.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('249','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_misc\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\">Automatic and Interactive Tuning of Algorithms---The Sequential Parameter Optimization Toolbox (Invited talk) <span class=\"tp_pub_type tp_  misc\">Sonstige<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_howpublished\">Leiden University NL, <\/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_164\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('164','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_164\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@misc{Bart10u,<br \/>\r\ntitle = {Automatic and Interactive Tuning of Algorithms---The Sequential Parameter Optimization Toolbox (Invited talk)},<br \/>\r\nauthor = {Thomas Bartz-Beielstein},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nhowpublished = {Leiden University NL},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {misc}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('164','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\"> 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><div class=\"tp_publication tp_publication_incollection\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas;  Lasarczyk, Christian;  Preuss, Mike<\/p><p class=\"tp_pub_title\">The Sequential Parameter Optimization Toolbox <span class=\"tp_pub_type tp_  incollection\">Buchabschnitt<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> Bartz-Beielstein, Thomas;  Chiarandini, Marco;  Paquete, Luis;  Preuss, Mike (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Experimental Methods for the Analysis of Optimization Algorithms, <\/span><span class=\"tp_pub_additional_pages\">S. 337\u2013360, <\/span><span class=\"tp_pub_additional_publisher\">Springer, <\/span><span class=\"tp_pub_additional_address\">Berlin, Heidelberg, New York, <\/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_199\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('199','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_199\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@incollection{Bart09f,<br \/>\r\ntitle = {The Sequential Parameter Optimization Toolbox},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Christian Lasarczyk and Mike Preuss},<br \/>\r\neditor = {Thomas Bartz-Beielstein and Marco Chiarandini and Luis Paquete and Mike Preuss},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nbooktitle = {Experimental Methods for the Analysis of Optimization Algorithms},<br \/>\r\npages = {337--360},<br \/>\r\npublisher = {Springer},<br \/>\r\naddress = {Berlin, Heidelberg, New York},<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('199','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><div class=\"tp_publication tp_publication_unpublished\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\">Tuning and Statistical Analysis of Optimization Algorithms - The Sequential Parameter Optimization Toolbox <span class=\"tp_pub_type tp_  unpublished\">Unver\u00f6ffentlicht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_year\">2010<\/span><span class=\"tp_pub_additional_note\">, (Invited Talk: The 2010 International Workshop on Nature Inspired Computation and Applications (IWNICA))<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_163\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('163','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_163\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@unpublished{Bart10s,<br \/>\r\ntitle = {Tuning and Statistical Analysis of Optimization Algorithms - The Sequential Parameter Optimization Toolbox},<br \/>\r\nauthor = {Thomas Bartz-Beielstein},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nnote = {Invited Talk: The 2010 International Workshop on Nature Inspired Computation and Applications (IWNICA)},<br \/>\r\nkeywords = {},<br \/>\r\npubstate = {published},<br \/>\r\ntppubtype = {unpublished}<br \/>\r\n}<br \/>\r\n<\/pre><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('163','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\"> Bartz-Beielstein, Thomas<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('161','tp_links')\" style=\"cursor:pointer;\">Writing Interfaces for the Sequential Parameter Optimization ToolboxSPOT<\/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_address\">Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, <\/span><span class=\"tp_pub_additional_number\">Nr. 07\/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_161\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('161','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_161\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('161','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_161\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart10nb,<br \/>\r\ntitle = {Writing Interfaces for the Sequential Parameter Optimization ToolboxSPOT},<br \/>\r\nauthor = {Thomas Bartz-Beielstein},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10n.d\/Bart10n.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nnumber = {07\/10},<br \/>\r\naddress = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},<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('161','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_161\" 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\/Bart10n.d\/Bart10n.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10n.d\/Bart10n.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10n.d\/Bart10n.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('161','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('115','tp_links')\" style=\"cursor:pointer;\">Writing Interfaces for the Sequential Parameter Optimization Toolbox SPOT<\/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_address\">Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, <\/span><span class=\"tp_pub_additional_number\">Nr. 07\/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_115\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('115','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_115\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('115','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_115\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart10n,<br \/>\r\ntitle = {Writing Interfaces for the Sequential Parameter Optimization Toolbox SPOT},<br \/>\r\nauthor = {Thomas Bartz-Beielstein},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10n.d\/Bart10n.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nnumber = {07\/10},<br \/>\r\naddress = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},<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('115','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_115\" 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\/Bart10n.d\/Bart10n.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10n.d\/Bart10n.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10n.d\/Bart10n.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('115','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('116','tp_links')\" style=\"cursor:pointer;\">Performing Meta Experiments Using the Sequential Parameter Optimization Toolbox SPOT<\/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_address\">Cologne University of Applied Science, Faculty of Computer Science and Engineering Science, <\/span><span class=\"tp_pub_additional_number\">Nr. 08\/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_116\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('116','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_116\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('116','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_116\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart10o,<br \/>\r\ntitle = {Performing Meta Experiments Using the Sequential Parameter Optimization Toolbox SPOT},<br \/>\r\nauthor = {Thomas Bartz-Beielstein},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10o.d\/Bart10o.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2010},<br \/>\r\ndate = {2010-01-01},<br \/>\r\nnumber = {08\/10},<br \/>\r\naddress = {Cologne University of Applied Science, Faculty of Computer Science and Engineering Science},<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('116','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_116\" 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\/Bart10o.d\/Bart10o.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10o.d\/Bart10o.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart10o.d\/Bart10o.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('116','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\"> Bartz-Beielstein, Thomas;  Flasch, Oliver;  Koch, Patrick;  Konen, Wolfgang<\/p><p class=\"tp_pub_title\">SPOT: A Toolbox for Interactive and Automatic Tuning in the R Environment <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. 264\u2013273, <\/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_4\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('4','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_4\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{Bart10p,<br \/>\r\ntitle = {SPOT: A Toolbox for Interactive and Automatic Tuning in the R Environment},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Oliver Flasch and Patrick Koch and Wolfgang Konen},<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 = {264--273},<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('4','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2008\">2008<\/h3><div class=\"tp_publication tp_publication_techreport\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas;  Lasarczyk, Christian;  Preuss, Mike<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('198','tp_links')\" style=\"cursor:pointer;\">Sequential Parameter Optimization Toolbox<\/a> <span class=\"tp_pub_type tp_  techreport\">Forschungsbericht<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_institution\">Universit\u00e4t Dortmund <\/span><span class=\"tp_pub_additional_year\">2008<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_resource_link\"><a id=\"tp_links_sh_198\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('198','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_198\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('198','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_198\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart06f,<br \/>\r\ntitle = {Sequential Parameter Optimization Toolbox},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Christian Lasarczyk and Mike Preuss},<br \/>\r\nurl = {http:\/\/sfbci.uni-dortmund.de\/Publications\/Reference\/Downloads\/25608.pdf},<br \/>\r\nyear  = {2008},<br \/>\r\ndate = {2008-01-01},<br \/>\r\ninstitution = {Universit\u00e4t Dortmund},<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('198','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_198\" 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:\/\/sfbci.uni-dortmund.de\/Publications\/Reference\/Downloads\/25608.pdf\" title=\"http:\/\/sfbci.uni-dortmund.de\/Publications\/Reference\/Downloads\/25608.pdf\" target=\"_blank\">http:\/\/sfbci.uni-dortmund.de\/Publications\/Reference\/Downloads\/25608.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('198','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;  Lasarczyk, Christian;  Preuss, Mike<\/p><p class=\"tp_pub_title\"><a class=\"tp_title_link\" onclick=\"teachpress_pub_showhide('200','tp_links')\" style=\"cursor:pointer;\">SPOT - Sequential Parameter Optimization Toolbox (Documentation)<\/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. 01\/08, <\/span><span class=\"tp_pub_additional_year\">2008<\/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_200\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('200','tp_links')\" title=\"Zeige Links und Ressourcen\" style=\"cursor:pointer;\">Links<\/a><\/span> | <span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_200\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('200','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_200\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@techreport{Bart08ib,<br \/>\r\ntitle = {SPOT - Sequential Parameter Optimization Toolbox (Documentation)},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Christian Lasarczyk and Mike Preuss},<br \/>\r\nurl = {http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart08i.d\/spotdoc.pdf},<br \/>\r\nissn = {2191-365X},<br \/>\r\nyear  = {2008},<br \/>\r\ndate = {2008-01-01},<br \/>\r\nnumber = {01\/08},<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\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('200','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><div class=\"tp_links\" id=\"tp_links_200\" 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\/Bart08i.d\/spotdoc.pdf\" title=\"http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart08i.d\/spotdoc.pdf\" target=\"_blank\">http:\/\/maanvs03.gm.fh-koeln.de\/webpub\/CIOPReports.d\/Bart08i.d\/spotdoc.pdf<\/a><\/li><\/ul><\/div><p class=\"tp_close_menu\"><a class=\"tp_close\" onclick=\"teachpress_pub_showhide('200','tp_links')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2006\">2006<\/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\">Sequential parameter optimization (SPO) and the role of tuning in experimental analysis <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\">Workshop On Empirical Methods for the Analysis of Algorithms (EMAA). Held in conjunction with the International Conference on Parallel Problem Solving From Nature (PPSN IX), <\/span><span class=\"tp_pub_additional_pages\">S. 5\u20136, <\/span><span class=\"tp_pub_additional_year\">2006<\/span><span class=\"tp_pub_additional_note\">, (Invited talk)<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_240\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('240','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_240\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{BaPreu06b,<br \/>\r\ntitle = {Sequential parameter optimization (SPO) and the role of tuning in experimental analysis},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Mike Preuss},<br \/>\r\nyear  = {2006},<br \/>\r\ndate = {2006-01-01},<br \/>\r\nbooktitle = {Workshop On Empirical Methods for the Analysis of Algorithms (EMAA). Held in conjunction with the International Conference on Parallel Problem Solving From Nature (PPSN IX)},<br \/>\r\npages = {5--6},<br \/>\r\nnote = {Invited talk},<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('240','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><h3 class=\"tp_h3\" id=\"tp_h3_2005\">2005<\/h3><div class=\"tp_publication tp_publication_inproceedings\"><div class=\"tp_pub_info\"><p class=\"tp_pub_author\"> Bartz-Beielstein, Thomas;  Lasarczyk, Christian;  Preuss, Mike<\/p><p class=\"tp_pub_title\">Sequential Parameter Optimization <span class=\"tp_pub_type tp_  inproceedings\">Proceedings Article<\/span> <\/p><p class=\"tp_pub_additional\"><span class=\"tp_pub_additional_in\">In: <\/span> McKay, B.;  others, (Hrsg.): <span class=\"tp_pub_additional_booktitle\">Proceedings 2005 Congress on Evolutionary Computation (CEC'05), Edinburgh, Scotland, <\/span><span class=\"tp_pub_additional_pages\">S. 773\u2013780, <\/span><span class=\"tp_pub_additional_publisher\">IEEE Press, <\/span><span class=\"tp_pub_additional_address\">Piscataway NJ, <\/span><span class=\"tp_pub_additional_year\">2005<\/span>.<\/p><p class=\"tp_pub_menu\"><span class=\"tp_bibtex_link\"><a id=\"tp_bibtex_sh_197\" class=\"tp_show\" onclick=\"teachpress_pub_showhide('197','tp_bibtex')\" title=\"Zeige BibTeX-Eintrag\" style=\"cursor:pointer;\">BibTeX<\/a><\/span><\/p><div class=\"tp_bibtex\" id=\"tp_bibtex_197\" style=\"display:none;\"><div class=\"tp_bibtex_entry\"><pre>@inproceedings{BLP05,<br \/>\r\ntitle = {Sequential Parameter Optimization},<br \/>\r\nauthor = {Thomas Bartz-Beielstein and Christian Lasarczyk and Mike Preuss},<br \/>\r\neditor = {B.~McKay and others},<br \/>\r\nyear  = {2005},<br \/>\r\ndate = {2005-01-01},<br \/>\r\nbooktitle = {Proceedings 2005 Congress on Evolutionary Computation (CEC'05), Edinburgh, Scotland},<br \/>\r\nvolume = {1},<br \/>\r\npages = {773--780},<br \/>\r\npublisher = {IEEE Press},<br \/>\r\naddress = {Piscataway NJ},<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('197','tp_bibtex')\">Schlie\u00dfen<\/a><\/p><\/div><\/div><\/div><\/div><\/div><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Description Sequential parameter optimization can be described as a tuning algorithm with the following properties: (i) Use the available budget (e.g., simulator runs, number of function evaluations) sequentially, i.e., use information from the exploration of the search space to guide the search by building one or several meta models. Choose new design points based on...  <a href=\"https:\/\/blogs.gm.fh-koeln.de\/ciop\/research\/spot\/\" class=\"more-link\" title=\"Read SPOT\"><?php _e(\"Read more &raquo;\",\"wpbootstrap\"); ?><\/a><\/p>\n","protected":false},"author":15,"featured_media":0,"parent":27,"menu_order":5,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"footnotes":""},"class_list":["post-49","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/49","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=49"}],"version-history":[{"count":13,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/49\/revisions"}],"predecessor-version":[{"id":672,"href":"https:\/\/blogs.gm.fh-koeln.de\/ciop\/wp-json\/wp\/v2\/pages\/49\/revisions\/672"}],"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=49"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}