{"id":128,"date":"2018-12-31T05:59:33","date_gmt":"2018-12-31T05:59:33","guid":{"rendered":"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/?post_type=chapter&#038;p=128"},"modified":"2018-12-31T05:59:43","modified_gmt":"2018-12-31T05:59:43","slug":"detection-of-outliers-using-r","status":"publish","type":"chapter","link":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/chapter\/detection-of-outliers-using-r\/","title":{"rendered":"Detection of Outliers Using R"},"content":{"raw":"<img class=\"alignnone size-full wp-image-129\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1.jpg\" alt=\"\" width=\"1103\" height=\"1601\" \/> <img class=\"alignnone size-full wp-image-130\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-2.jpg\" alt=\"\" width=\"1139\" height=\"1471\" \/> <img class=\"alignnone size-full wp-image-131\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3.jpg\" alt=\"\" width=\"1113\" height=\"1587\" \/> <img class=\"alignnone size-full wp-image-132\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-4.jpg\" alt=\"\" width=\"1221\" height=\"1535\" \/> <img class=\"alignnone size-full wp-image-133\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5.jpg\" alt=\"\" width=\"1181\" height=\"1607\" \/> <img class=\"alignnone size-full wp-image-134\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-6.jpg\" alt=\"\" width=\"1333\" height=\"1577\" \/> <img class=\"alignnone size-full wp-image-135\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-7.jpg\" alt=\"\" width=\"1215\" height=\"1559\" \/> <img class=\"alignnone size-full wp-image-136\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8.jpg\" alt=\"\" width=\"1195\" height=\"1605\" \/>\r\n\r\n&nbsp;\r\n\r\n<strong>List of References<\/strong>\r\n\r\n&nbsp;\r\n<p style=\"text-align: justify\">1. Basic Econometrics - D. Gujarati, Chapter 2<\/p>\r\n<p style=\"text-align: justify\">2. Introduction to linear regression analysis - D. Montogomery, Elizabeth A. Peck and Geoffrey Vining, Edition 4.<\/p>\r\n<p style=\"text-align: justify\">3. Applied regression analysis: A research tool - John O. Rawlings, Sastry G. Pantula and David A. Dickey. 2nd edition<\/p>\r\n<p style=\"text-align: justify\">4. The Theory and Practice of Econometrics - Judge, Griffiths, Hill, Lutkepohl and Lee<\/p>\r\n<p style=\"text-align: justify\">5. http:\/\/www.ats.ucla.edu\/stat\/r\/dae\/tobit.htm<\/p>\r\n<p style=\"text-align: justify\">6. https:\/\/cran.r-project.org\/web\/packages\/censReg\/vignettes\/censReg.pdf<\/p>\r\n<p style=\"text-align: justify\"><strong>Related R resources<\/strong><\/p>\r\n<p style=\"text-align: justify\">1. CRAN stats package :https:\/\/stat.ethz.ch\/R-manual\/R-devel\/library\/stats\/html\/00Index.html<\/p>\r\n<p style=\"text-align: justify\">2. Practical regression and anova using R. - Julian J. Faraway.<\/p>","rendered":"<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-129\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1.jpg\" alt=\"\" width=\"1103\" height=\"1601\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1.jpg 1103w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1-207x300.jpg 207w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1-768x1115.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1-705x1024.jpg 705w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1-65x94.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1-225x327.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-1-350x508.jpg 350w\" sizes=\"auto, (max-width: 1103px) 100vw, 1103px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-130\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-2.jpg\" alt=\"\" width=\"1139\" height=\"1471\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-2.jpg 1139w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-2-232x300.jpg 232w, 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width=\"1113\" height=\"1587\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3.jpg 1113w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3-210x300.jpg 210w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3-768x1095.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3-718x1024.jpg 718w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3-65x93.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3-225x321.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-3-350x499.jpg 350w\" sizes=\"auto, (max-width: 1113px) 100vw, 1113px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-132\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-4.jpg\" alt=\"\" width=\"1221\" height=\"1535\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-4.jpg 1221w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-4-239x300.jpg 239w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-4-768x966.jpg 768w, 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srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5.jpg 1181w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5-220x300.jpg 220w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5-768x1045.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5-753x1024.jpg 753w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5-65x88.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5-225x306.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-5-350x476.jpg 350w\" sizes=\"auto, (max-width: 1181px) 100vw, 1181px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-134\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-6.jpg\" alt=\"\" width=\"1333\" height=\"1577\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-6.jpg 1333w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-6-254x300.jpg 254w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-6-768x909.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-6-866x1024.jpg 866w, 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https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-7-234x300.jpg 234w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-7-768x985.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-7-798x1024.jpg 798w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-7-65x83.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-7-225x289.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-7-350x449.jpg 350w\" sizes=\"auto, (max-width: 1215px) 100vw, 1215px\" \/> <img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-136\" src=\"http:\/\/statp08.epgpbooks.inflibnet.ac.in\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8.jpg\" alt=\"\" width=\"1195\" height=\"1605\" srcset=\"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8.jpg 1195w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8-223x300.jpg 223w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8-768x1031.jpg 768w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8-762x1024.jpg 762w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8-65x87.jpg 65w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8-225x302.jpg 225w, https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-content\/uploads\/sites\/138\/2018\/12\/9703_et_detecting_outliers_using_r-8-350x470.jpg 350w\" sizes=\"auto, (max-width: 1195px) 100vw, 1195px\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>List of References<\/strong><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: justify\">1. Basic Econometrics &#8211; D. Gujarati, Chapter 2<\/p>\n<p style=\"text-align: justify\">2. Introduction to linear regression analysis &#8211; D. Montogomery, Elizabeth A. Peck and Geoffrey Vining, Edition 4.<\/p>\n<p style=\"text-align: justify\">3. Applied regression analysis: A research tool &#8211; John O. Rawlings, Sastry G. Pantula and David A. Dickey. 2nd edition<\/p>\n<p style=\"text-align: justify\">4. The Theory and Practice of Econometrics &#8211; Judge, Griffiths, Hill, Lutkepohl and Lee<\/p>\n<p style=\"text-align: justify\">5. http:\/\/www.ats.ucla.edu\/stat\/r\/dae\/tobit.htm<\/p>\n<p style=\"text-align: justify\">6. https:\/\/cran.r-project.org\/web\/packages\/censReg\/vignettes\/censReg.pdf<\/p>\n<p style=\"text-align: justify\"><strong>Related R resources<\/strong><\/p>\n<p style=\"text-align: justify\">1. CRAN stats package :https:\/\/stat.ethz.ch\/R-manual\/R-devel\/library\/stats\/html\/00Index.html<\/p>\n<p style=\"text-align: justify\">2. Practical regression and anova using R. &#8211; Julian J. Faraway.<\/p>\n","protected":false},"author":3,"menu_order":12,"template":"","meta":{"_acf_changed":false,"pb_show_title":"on","pb_short_title":"","pb_subtitle":"","pb_authors":["prof-pooja-sengupta"],"pb_section_license":""},"chapter-type":[],"contributor":[58],"license":[],"class_list":["post-128","chapter","type-chapter","status-publish","hentry","contributor-prof-pooja-sengupta"],"part":3,"_links":{"self":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/pressbooks\/v2\/chapters\/128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/pressbooks\/v2\/chapters"}],"about":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/wp\/v2\/types\/chapter"}],"author":[{"embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/wp\/v2\/users\/3"}],"version-history":[{"count":2,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/pressbooks\/v2\/chapters\/128\/revisions"}],"predecessor-version":[{"id":138,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/pressbooks\/v2\/chapters\/128\/revisions\/138"}],"part":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/pressbooks\/v2\/parts\/3"}],"metadata":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/pressbooks\/v2\/chapters\/128\/metadata\/"}],"wp:attachment":[{"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/wp\/v2\/media?parent=128"}],"wp:term":[{"taxonomy":"chapter-type","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/pressbooks\/v2\/chapter-type?post=128"},{"taxonomy":"contributor","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/wp\/v2\/contributor?post=128"},{"taxonomy":"license","embeddable":true,"href":"https:\/\/ebooks.inflibnet.ac.in\/statp08\/wp-json\/wp\/v2\/license?post=128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}