{"id":319,"date":"2023-08-02T13:53:05","date_gmt":"2023-08-02T13:53:05","guid":{"rendered":"https:\/\/statorials.org\/tr\/coklu-baglanti\/"},"modified":"2023-08-02T13:53:05","modified_gmt":"2023-08-02T13:53:05","slug":"coklu-baglanti","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/coklu-baglanti\/","title":{"rendered":"\u00c7oklu ba\u011flant\u0131"},"content":{"rendered":"<p>Bu makale istatistikte \u00e7oklu do\u011frusall\u0131\u011f\u0131n ne oldu\u011funu a\u00e7\u0131klamaktad\u0131r. B\u00f6ylece \u00e7oklu ba\u011flant\u0131n\u0131n ne zaman ortaya \u00e7\u0131kt\u0131\u011f\u0131n\u0131, \u00e7oklu ba\u011flant\u0131n\u0131n sonu\u00e7lar\u0131n\u0131n neler oldu\u011funu, \u00e7oklu ba\u011flant\u0131n\u0131n nas\u0131l tan\u0131mlanaca\u011f\u0131n\u0131 ve son olarak bu sorunun nas\u0131l \u00e7\u00f6z\u00fclece\u011fini \u00f6\u011freneceksiniz. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%c2%bfque-es-la-multicolinealidad\"><\/span> \u00c7oklu do\u011frusall\u0131k nedir?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> <strong>\u00c7oklu do\u011frusall\u0131k<\/strong> , bir regresyon modelinde iki veya daha fazla a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenin y\u00fcksek korelasyona sahip olmas\u0131 durumunda ortaya \u00e7\u0131kan bir durumdur. Ba\u015fka bir deyi\u015fle, bir regresyon modelinde, modeldeki iki veya daha fazla de\u011fi\u015fken aras\u0131ndaki ili\u015fki \u00e7ok g\u00fc\u00e7l\u00fc oldu\u011funda \u00e7oklu do\u011frusall\u0131k s\u00f6z konusudur.<\/p>\n<p> \u00d6rne\u011fin, bir \u00fclkenin ya\u015fam beklentisini n\u00fcfus b\u00fcy\u00fckl\u00fc\u011f\u00fc ve GSY\u0130H ile ili\u015fkilendiren bir regresyon modeli \u00e7al\u0131\u015ft\u0131r\u0131rsak, bu iki De\u011fi\u015fken genellikle g\u00fc\u00e7l\u00fc bir korelasyona sahip oldu\u011fundan, n\u00fcfus b\u00fcy\u00fckl\u00fc\u011f\u00fc ile GSY\u0130H aras\u0131nda \u00e7oklu do\u011frusall\u0131k kesinlikle meydana gelecektir. korele. Bu nedenle her de\u011fi\u015fkenin ya\u015fam beklentisi \u00fczerindeki etkisini analiz etmek zor olacakt\u0131r.<\/p>\n<p> Mant\u0131ksal olarak bir modeldeki de\u011fi\u015fkenler her zaman birbiriyle ili\u015fkili olacakt\u0131r; yaln\u0131zca pastoral bir s\u00fcre\u00e7te de\u011fi\u015fkenler aras\u0131nda korelasyonsuzluk meydana gelir. Ancak bizi ilgilendiren de\u011fi\u015fkenler aras\u0131ndaki <a href=\"https:\/\/statorials.org\/tr\/korelasyon\/\">korelasyonun<\/a> d\u00fc\u015f\u00fck olmas\u0131d\u0131r, aksi takdirde her a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenin yan\u0131t de\u011fi\u015fkeni \u00fczerindeki etkisini bilemeyiz.<\/p>\n<p> \u00c7oklu do\u011frusall\u0131\u011f\u0131n ana nedenleri genellikle \u00f6rneklemin k\u00fc\u00e7\u00fckl\u00fc\u011f\u00fc, a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenler aras\u0131nda nedensel bir ili\u015fkinin varl\u0131\u011f\u0131 veya g\u00f6zlemlerin de\u011fi\u015fkenli\u011finin d\u00fc\u015f\u00fck olmas\u0131d\u0131r. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"tipos-de-multicolinealidad\"><\/span> \u00c7oklu ba\u011flant\u0131 t\u00fcrleri<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> \u0130ki t\u00fcr \u00e7oklu ba\u011flant\u0131 vard\u0131r:<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\"><strong>Tam \u00e7oklu do\u011frusall\u0131k<\/strong> : Bir veya daha fazla de\u011fi\u015fkenin di\u011fer de\u011fi\u015fkenlerin do\u011frusal birle\u015fimi olmas\u0131 durumudur. Bu durumda \u00e7oklu do\u011frusal de\u011fi\u015fkenler aras\u0131ndaki korelasyon katsay\u0131s\u0131 1&#8217;e e\u015fittir.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\"><strong>Yakla\u015f\u0131k \u00e7oklu do\u011frusall\u0131k<\/strong> : De\u011fi\u015fkenler aras\u0131nda do\u011frusal bir kombinasyon yoktur, ancak iki veya daha fazla de\u011fi\u015fken aras\u0131ndaki belirleme katsay\u0131s\u0131 1&#8217;e \u00e7ok yak\u0131nd\u0131r ve bu nedenle y\u00fcksek korelasyona sahiptirler.<\/span> <\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"consecuencias-de-la-multicolinealidad\"><\/span> \u00c7oklu ba\u011flant\u0131n\u0131n sonu\u00e7lar\u0131 <span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">\u0130li\u015fkili de\u011fi\u015fkenler eklendi\u011finde modelin regresyon katsay\u0131lar\u0131n\u0131n de\u011feri de\u011fi\u015ferek ortaya \u00e7\u0131kan regresyon modelinin yorumlanmas\u0131n\u0131 zorla\u015ft\u0131r\u0131r.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">Parametre tahmininin kesinli\u011fi azal\u0131r, dolay\u0131s\u0131yla regresyon katsay\u0131lar\u0131n\u0131n standart hatas\u0131 artar.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">\u00c7oklu ba\u011flant\u0131ya neden olan de\u011fi\u015fkenlerden baz\u0131lar\u0131 kesinlikle gereksizdir ve bu nedenle bunlar\u0131n modele dahil edilmesine gerek yoktur.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">Muhtemelen a\u015f\u0131r\u0131 uyum durumuna d\u00fc\u015fmeniz, yani modelin a\u015f\u0131r\u0131 uyum sa\u011flamas\u0131 ve bu nedenle tahmin yapmak i\u00e7in kullan\u0131\u015fl\u0131 olmamas\u0131d\u0131r.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">Regresyon katsay\u0131lar\u0131n\u0131n <a href=\"https:\/\/statorials.org\/tr\/p-degeri\/\">p de\u011ferleri<\/a> daha az g\u00fcvenilir hale gelir. Bu nedenle regresyon modeline hangi de\u011fi\u015fkenlerin dahil edilece\u011fini ve hangi de\u011fi\u015fkenlerin \u00e7\u0131kar\u0131laca\u011f\u0131n\u0131 belirlemek daha zordur.<\/span> <\/li>\n<\/ul>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"como-detectar-la-multicolinealidad\"><\/span> \u00c7oklu ba\u011flant\u0131 nas\u0131l tespit edilir<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> <strong>\u00c7oklu do\u011frusall\u0131\u011f\u0131 tan\u0131mlaman\u0131n bir yolu korelasyon matrisini hesaplamakt\u0131r<\/strong> , \u00e7\u00fcnk\u00fc bu matris t\u00fcm de\u011fi\u015fkenler aras\u0131ndaki korelasyon katsay\u0131s\u0131n\u0131 i\u00e7erir ve dolay\u0131s\u0131yla bir de\u011fi\u015fken \u00e7iftinin y\u00fcksek d\u00fczeyde korelasyona sahip olup olmad\u0131\u011f\u0131 g\u00f6zlemlenebilir. <\/p>\n<div style=\"background-color:#FFFDE7; padding-top: 10px; padding-bottom: 10px; padding-right: 20px; padding-left: 30px; border: 2.5px dashed #FFB74D; border-radius:20px;\"> <span style=\"color:#ff951b\">\u27a4<\/span> <strong>Bak\u0131n\u0131z:<\/strong> <a href=\"https:\/\/statorials.org\/tr\/korelasyon-matrisi\/\">Korelasyon matrisi<\/a><\/div>\n<p> Ancak korelasyon matrisi ile yaln\u0131zca iki de\u011fi\u015fkenin birbiriyle ili\u015fkili olup olmad\u0131\u011f\u0131n\u0131 bilebilirsiniz ancak bir dizi de\u011fi\u015fken aras\u0131nda bir kombinasyon olup olmad\u0131\u011f\u0131n\u0131 bilemezsiniz. Bunu yapmak i\u00e7in genellikle varyans enflasyon fakt\u00f6r\u00fc hesaplan\u0131r.<\/p>\n<p> <strong>Varyans enflasyon fakt\u00f6r\u00fc (VIF)<\/strong> olarak da adland\u0131r\u0131lan <em>varyans enflasyon fakt\u00f6r\u00fc (VIF)<\/em> , her a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fken i\u00e7in hesaplanan istatistiksel bir katsay\u0131d\u0131r ve di\u011fer de\u011fi\u015fkenlerin belirli bir a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenle korelasyonunu g\u00f6sterir. Somut olarak form\u00fcl\u00fc \u015fu \u015fekildedir:<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-2b3ced8779bee4be590476765dd1f325_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"FIV_i=\\cfrac{1}{1-R_i^2}\" title=\"Rendered by QuickLaTeX.com\" height=\"44\" width=\"116\" style=\"vertical-align: -18px;\"><\/p>\n<\/p>\n<p> Alt\u0131n<\/p>\n<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-9e42ccb5e914d029440870e855384077_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"FIV_i\" title=\"Rendered by QuickLaTeX.com\" height=\"15\" width=\"38\" style=\"vertical-align: -3px;\"><\/p>\n<p> iy de\u011fi\u015fkeninin varyans\u0131n\u0131n enflasyon fakt\u00f6r\u00fcd\u00fcr<\/p>\n<p class=\"has-text-align-center\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/statorials.org\/wp-content\/ql-cache\/quicklatex.com-e2f09a7b02fea0d62cefc83f037ef64f_l3.png\" class=\"ql-img-inline-formula quicklatex-auto-format\" alt=\"R_i^2\" title=\"Rendered by QuickLaTeX.com\" height=\"20\" width=\"21\" style=\"vertical-align: -5px;\"><\/p>\n<p> i de\u011fi\u015fkeninin ba\u011f\u0131ml\u0131 de\u011fi\u015fken, geri kalan de\u011fi\u015fkenlerin ise ba\u011f\u0131ms\u0131z de\u011fi\u015fken oldu\u011fu regresyon modelinin <a href=\"https:\/\/statorials.org\/tr\/belirleme-katsayisi-r-kare\/\">belirlenme katsay\u0131s\u0131d\u0131r<\/a> .<\/p>\n<p> B\u00f6ylece elde edilen varyans enflasyon fakt\u00f6rlerinin de\u011ferine ba\u011fl\u0131 olarak \u00e7oklu do\u011frusall\u0131\u011f\u0131n olup olmad\u0131\u011f\u0131n\u0131 bilmek m\u00fcmk\u00fcnd\u00fcr:<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\"><strong>VIF = 1<\/strong> : Varyans enflasyon fakt\u00f6r\u00fcn\u00fcn 1&#8217;e e\u015fit olmas\u0131 ba\u011f\u0131ml\u0131 de\u011fi\u015fken ile di\u011fer de\u011fi\u015fkenler aras\u0131nda korelasyon olmad\u0131\u011f\u0131 anlam\u0131na gelir.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\"><strong>1 &lt; IVF &lt; 5<\/strong> : De\u011fi\u015fkenler aras\u0131nda korelasyon vard\u0131r ancak orta d\u00fczeydedir. Prensip olarak \u00e7oklu ba\u011flant\u0131n\u0131n d\u00fczeltilmesi i\u00e7in herhangi bir i\u015flem yap\u0131lmas\u0131na gerek yoktur.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\"><strong>VIF &gt; 5<\/strong> : Varyans enflasyon fakt\u00f6r\u00fcn\u00fcn 1&#8217;den b\u00fcy\u00fck olmas\u0131, modelin \u00e7oklu do\u011frusall\u0131\u011f\u0131n\u0131n y\u00fcksek oldu\u011fu ve bu nedenle \u00e7\u00f6z\u00fcmlenmeye \u00e7al\u0131\u015f\u0131lmas\u0131 gerekti\u011fi anlam\u0131na gelir.<\/span><\/li>\n<\/ul>\n<p> Uygulamada varyans enflasyon fakt\u00f6rleri genellikle bilgisayar yaz\u0131l\u0131m\u0131 kullan\u0131larak hesaplan\u0131r, \u00e7\u00fcnk\u00fc her de\u011fi\u015fken i\u00e7in bir regresyon modeli olu\u015fturmak ve daha sonra katsay\u0131 de\u011ferini manuel olarak bulmak uzun zaman al\u0131r. <\/p>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"solucionar-la-multicolinealidad\"><\/span> Do\u011fru \u00e7oklu ba\u011flant\u0131<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p> Bir regresyon modelinde \u00e7oklu ba\u011flant\u0131 sorunlar\u0131n\u0131n \u00e7\u00f6z\u00fcm\u00fcnde a\u015fa\u011f\u0131daki \u00f6nlemler yararl\u0131 olabilir:<\/p>\n<ul style=\"color:#FF8A05; font-weight: bold;\">\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">\u00d6rnek boyutu k\u00fc\u00e7\u00fckse, veri say\u0131s\u0131n\u0131 art\u0131rmak yakla\u015f\u0131k \u00e7oklu do\u011frusall\u0131\u011f\u0131 azaltabilir.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">\u00c7oklu ba\u011flant\u0131 olu\u015fturan t\u00fcm de\u011fi\u015fkenleri kald\u0131r\u0131n. De\u011fi\u015fkenler y\u00fcksek korelasyona sahipse modelde \u00e7ok az bilgi kaybolacak ve \u00e7oklu ba\u011flant\u0131 azalacakt\u0131r.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">K\u0131smi en k\u00fc\u00e7\u00fck kareler (PLS) kriterini uygulayarak regresyon modelini olu\u015fturun.<\/span><\/li>\n<li style=\"margin-bottom:16px\"> <span style=\"color:#101010;font-weight: normal;\">Bazen regresyon modelini \u00e7oklu ba\u011flant\u0131yla oldu\u011fu gibi b\u0131rakabilirsiniz. \u00d6rne\u011fin, sadece tahmin yapmak i\u00e7in bir model olu\u015fturmak istiyorsak ve onu yorumlamam\u0131za gerek yoksa, \u00e7oklu ba\u011flant\u0131 modelinin kendini tekrarlad\u0131\u011f\u0131n\u0131 varsayarak, model denklemini kullanarak ba\u011f\u0131ml\u0131 de\u011fi\u015fkenin de\u011ferini yeni bir g\u00f6zlemle tahmin edebiliriz. yeni g\u00f6zlemlerde.<\/span><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Bu makale istatistikte \u00e7oklu do\u011frusall\u0131\u011f\u0131n ne oldu\u011funu a\u00e7\u0131klamaktad\u0131r. B\u00f6ylece \u00e7oklu ba\u011flant\u0131n\u0131n ne zaman ortaya \u00e7\u0131kt\u0131\u011f\u0131n\u0131, \u00e7oklu ba\u011flant\u0131n\u0131n sonu\u00e7lar\u0131n\u0131n neler oldu\u011funu, \u00e7oklu ba\u011flant\u0131n\u0131n nas\u0131l tan\u0131mlanaca\u011f\u0131n\u0131 ve son olarak bu sorunun nas\u0131l \u00e7\u00f6z\u00fclece\u011fini \u00f6\u011freneceksiniz. \u00c7oklu do\u011frusall\u0131k nedir? \u00c7oklu do\u011frusall\u0131k , bir regresyon modelinde iki veya daha fazla a\u00e7\u0131klay\u0131c\u0131 de\u011fi\u015fkenin y\u00fcksek korelasyona sahip olmas\u0131 durumunda ortaya \u00e7\u0131kan bir [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-319","post","type-post","status-publish","format-standard","hentry","category-istatistik"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - 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