{"id":389,"date":"2019-01-01T05:00:52","date_gmt":"2019-01-01T05:00:52","guid":{"rendered":"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/?post_type=chapter&#038;p=389"},"modified":"2019-01-01T05:01:05","modified_gmt":"2019-01-01T05:01:05","slug":"the-expectation-maximisation-emalgorithm-in-r","status":"publish","type":"chapter","link":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/chapter\/the-expectation-maximisation-emalgorithm-in-r\/","title":{"rendered":"The Expectation Maximisation (EM)Algorithm in R"},"content":{"raw":"<div><img class=\"aligncenter size-full wp-image-390\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-03.jpg\" alt=\"\" width=\"605\" height=\"142\" \/> <img class=\"aligncenter size-full wp-image-391\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04.jpg\" alt=\"\" width=\"812\" height=\"426\" \/> <img class=\"aligncenter size-full wp-image-392\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-05.jpg\" alt=\"\" width=\"760\" height=\"674\" \/> <img class=\"aligncenter size-full wp-image-393\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-06.jpg\" alt=\"\" width=\"691\" height=\"607\" \/> <img class=\"aligncenter size-full wp-image-394\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07.jpg\" alt=\"\" width=\"946\" height=\"350\" \/> <img class=\"aligncenter size-full wp-image-395\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-08.jpg\" alt=\"\" width=\"740\" height=\"389\" \/> <img class=\"aligncenter size-full wp-image-396\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09.jpg\" alt=\"\" width=\"851\" height=\"306\" \/> <img class=\"aligncenter size-full wp-image-397\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10.jpg\" alt=\"\" width=\"898\" height=\"624\" \/><\/div>\r\n<div><\/div>\r\n<div>References<\/div>\r\n<div><\/div>\r\n<ul>\r\n \t<li>http:\/\/www.stat.ucla.edu\/ yuille\/courses\/Stat153\/em1.pdf<\/li>\r\n<\/ul>\r\n<div><\/div>","rendered":"<div><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-390\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-03.jpg\" alt=\"\" width=\"605\" height=\"142\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-03.jpg 605w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-03-300x70.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-03-65x15.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-03-225x53.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-03-350x82.jpg 350w\" sizes=\"auto, (max-width: 605px) 100vw, 605px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-391\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04.jpg\" alt=\"\" width=\"812\" height=\"426\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04.jpg 812w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04-300x157.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04-768x403.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04-65x34.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04-225x118.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-04-350x184.jpg 350w\" sizes=\"auto, (max-width: 812px) 100vw, 812px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-392\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-05.jpg\" alt=\"\" width=\"760\" height=\"674\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-05.jpg 760w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-05-300x266.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-05-65x58.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-05-225x200.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-05-350x310.jpg 350w\" sizes=\"auto, (max-width: 760px) 100vw, 760px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-393\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-06.jpg\" alt=\"\" width=\"691\" height=\"607\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-06.jpg 691w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-06-300x264.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-06-65x57.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-06-225x198.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-06-350x307.jpg 350w\" sizes=\"auto, (max-width: 691px) 100vw, 691px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-394\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07.jpg\" alt=\"\" width=\"946\" height=\"350\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07.jpg 946w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07-300x111.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07-768x284.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07-65x24.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07-225x83.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-07-350x129.jpg 350w\" sizes=\"auto, (max-width: 946px) 100vw, 946px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-395\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-08.jpg\" alt=\"\" width=\"740\" height=\"389\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-08.jpg 740w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-08-300x158.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-08-65x34.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-08-225x118.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-08-350x184.jpg 350w\" sizes=\"auto, (max-width: 740px) 100vw, 740px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-396\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09.jpg\" alt=\"\" width=\"851\" height=\"306\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09.jpg 851w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09-300x108.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09-768x276.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09-65x23.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09-225x81.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-09-350x126.jpg 350w\" sizes=\"auto, (max-width: 851px) 100vw, 851px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-397\" src=\"http:\/\/statp12.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10.jpg\" alt=\"\" width=\"898\" height=\"624\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10.jpg 898w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10-300x208.jpg 300w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10-768x534.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10-65x45.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10-225x156.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-content\/uploads\/sites\/140\/2019\/01\/9499_et_missing_data_5_em_r-10-350x243.jpg 350w\" sizes=\"auto, (max-width: 898px) 100vw, 898px\" \/><\/div>\n<div><\/div>\n<div>References<\/div>\n<div><\/div>\n<ul>\n<li>http:\/\/www.stat.ucla.edu\/ yuille\/courses\/Stat153\/em1.pdf<\/li>\n<\/ul>\n<div><\/div>\n","protected":false},"author":3,"menu_order":19,"template":"","meta":{"_acf_changed":false,"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":["souvik-kumar-bandyopadhyay"],"pb_section_license":""},"chapter-type":[],"contributor":[58],"license":[],"class_list":["post-389","chapter","type-chapter","status-publish","hentry","contributor-souvik-kumar-bandyopadhyay"],"part":3,"_links":{"self":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapters\/389","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\/389\/revisions"}],"predecessor-version":[{"id":398,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapters\/389\/revisions\/398"}],"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\/389\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/media?parent=389"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/pressbooks\/v2\/chapter-type?post=389"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/contributor?post=389"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp12\/wp-json\/wp\/v2\/license?post=389"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}