{"id":92,"date":"2016-08-10T11:48:10","date_gmt":"2016-08-10T11:48:10","guid":{"rendered":"http:\/\/martinzaefferer.de\/?page_id=92"},"modified":"2021-10-27T08:39:52","modified_gmt":"2021-10-27T08:39:52","slug":"spot-sequential-parameter-optimization-toolbox","status":"publish","type":"page","link":"https:\/\/martinzaefferer.de\/?page_id=92","title":{"rendered":"SPOT: Sequential Parameter Optimization Toolbox"},"content":{"rendered":"<p>SPOT is a (open source) toolbox for surrogate model based optimization. SPOT uses Design of Experiment methods, various statistical modeling techniques, classical optimization algorithms and meta-heuristics to solve expensive (ressource\/time-consuming) optimization problems. The sequential parameter optimization (SPO) concept was originally developed by Thomas Bartz-Beielstein for the purpose of algorithm tuning, but has since been applied to a large variety of problems.<\/p>\n<p>The R-version combines contributions of several people, see: <a href=\"https:\/\/cran.r-project.org\/package=SPOT\">external link: https:\/\/cran.r-project.org\/package=SPOT<\/a>.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>SPOT is a (open source) toolbox for surrogate model based optimization. SPOT uses Design of Experiment methods, various statistical modeling techniques, classical optimization algorithms and meta-heuristics to solve expensive (ressource\/time-consuming) optimization problems. The sequential parameter optimization (SPO) concept was originally developed by Thomas Bartz-Beielstein for the purpose of algorithm tuning, but has since been applied [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":49,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-92","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=\/wp\/v2\/pages\/92","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=92"}],"version-history":[{"count":8,"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=\/wp\/v2\/pages\/92\/revisions"}],"predecessor-version":[{"id":350,"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=\/wp\/v2\/pages\/92\/revisions\/350"}],"up":[{"embeddable":true,"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=\/wp\/v2\/pages\/49"}],"wp:attachment":[{"href":"https:\/\/martinzaefferer.de\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=92"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}