{"id":648,"date":"2019-01-01T06:04:08","date_gmt":"2019-01-01T06:04:08","guid":{"rendered":"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/?post_type=chapter&#038;p=648"},"modified":"2019-01-01T06:04:08","modified_gmt":"2019-01-01T06:04:08","slug":"cross-validation","status":"publish","type":"chapter","link":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/chapter\/cross-validation\/","title":{"rendered":"Cross Validation"},"content":{"raw":"<div><img class=\"aligncenter size-full wp-image-649\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3.jpg\" alt=\"\" width=\"871\" height=\"197\" \/> <img class=\"aligncenter size-full wp-image-650\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4.jpg\" alt=\"\" width=\"877\" height=\"505\" \/> <img class=\"aligncenter size-full wp-image-651\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5.jpg\" alt=\"\" width=\"867\" height=\"363\" \/> <img class=\"aligncenter size-full wp-image-652\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6.jpg\" alt=\"\" width=\"885\" height=\"377\" \/> <img class=\"aligncenter size-full wp-image-653\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7.jpg\" alt=\"\" width=\"873\" height=\"569\" \/> <img class=\"aligncenter size-full wp-image-654\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8.jpg\" alt=\"\" width=\"871\" height=\"343\" \/> <img class=\"aligncenter size-full wp-image-655\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9.jpg\" alt=\"\" width=\"883\" height=\"619\" \/><\/div>\r\n<div><\/div>\r\n<div>References<\/div>\r\n<div><\/div>\r\n<ul>\r\n \t<li style=\"text-align: justify\">http:\/\/robjhyndman.com\/hyndsight\/crossvalidation\/<\/li>\r\n \t<li style=\"text-align: justify\">Arlot S and Celisse A (2010): A survey of cross-validation procedures for model selection. Statistics Surveys, Vol 4, pp 40-79<\/li>\r\n<\/ul>","rendered":"<div><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-649\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3.jpg\" alt=\"\" width=\"871\" height=\"197\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3.jpg 871w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3-300x68.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3-768x174.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3-65x15.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3-225x51.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-3-350x79.jpg 350w\" sizes=\"auto, (max-width: 871px) 100vw, 871px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-650\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4.jpg\" alt=\"\" width=\"877\" height=\"505\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4.jpg 877w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4-300x173.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4-768x442.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4-65x37.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4-225x130.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-4-350x202.jpg 350w\" sizes=\"auto, (max-width: 877px) 100vw, 877px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-651\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5.jpg\" alt=\"\" width=\"867\" height=\"363\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5.jpg 867w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5-300x126.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5-768x322.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5-65x27.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5-225x94.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-5-350x147.jpg 350w\" sizes=\"auto, (max-width: 867px) 100vw, 867px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-652\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6.jpg\" alt=\"\" width=\"885\" height=\"377\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6.jpg 885w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6-300x128.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6-768x327.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6-65x28.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6-225x96.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-6-350x149.jpg 350w\" sizes=\"auto, (max-width: 885px) 100vw, 885px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-653\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7.jpg\" alt=\"\" width=\"873\" height=\"569\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7.jpg 873w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7-300x196.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7-768x501.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7-65x42.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7-225x147.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-7-350x228.jpg 350w\" sizes=\"auto, (max-width: 873px) 100vw, 873px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-654\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8.jpg\" alt=\"\" width=\"871\" height=\"343\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8.jpg 871w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8-300x118.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8-768x302.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8-65x26.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8-225x89.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-8-350x138.jpg 350w\" sizes=\"auto, (max-width: 871px) 100vw, 871px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-655\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9.jpg\" alt=\"\" width=\"883\" height=\"619\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9.jpg 883w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9-300x210.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9-768x538.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9-65x46.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9-225x158.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9482_et_bootstrap_15_bootstrap_cross_validation-9-350x245.jpg 350w\" sizes=\"auto, (max-width: 883px) 100vw, 883px\" \/><\/div>\n<div><\/div>\n<div>References<\/div>\n<div><\/div>\n<ul>\n<li style=\"text-align: justify\">http:\/\/robjhyndman.com\/hyndsight\/crossvalidation\/<\/li>\n<li style=\"text-align: justify\">Arlot S and Celisse A (2010): A survey of cross-validation procedures for model selection. Statistics Surveys, Vol 4, pp 40-79<\/li>\n<\/ul>\n","protected":false},"author":3,"menu_order":39,"template":"","meta":{"_acf_changed":false,"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":[],"pb_section_license":""},"chapter-type":[],"contributor":[],"license":[],"class_list":["post-648","chapter","type-chapter","status-publish","hentry"],"part":3,"_links":{"self":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapters\/648","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/users\/3"}],"version-history":[{"count":1,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapters\/648\/revisions"}],"predecessor-version":[{"id":656,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapters\/648\/revisions\/656"}],"part":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/parts\/3"}],"metadata":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapters\/648\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/media?parent=648"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapter-type?post=648"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/contributor?post=648"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/license?post=648"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}