{"id":2431,"date":"2023-07-22T07:41:37","date_gmt":"2023-07-22T07:41:37","guid":{"rendered":"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir\/"},"modified":"2023-07-22T07:41:37","modified_gmt":"2023-07-22T07:41:37","slug":"aykiri-degerleri-kaldir","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir\/","title":{"rendered":"Tam k\u0131lavuz: verilerdeki ayk\u0131r\u0131 de\u011ferler ne zaman kald\u0131r\u0131lmal\u0131"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Ayk\u0131r\u0131 de\u011fer<\/strong> , bir veri k\u00fcmesindeki di\u011fer de\u011ferlerden anormal derecede uzak olan bir <a href=\"https:\/\/statorials.org\/tr\/istatistikte-gozlem\/\" target=\"_blank\" rel=\"noopener\">g\u00f6zlemdir<\/a> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ayk\u0131r\u0131 de\u011ferler sorunlu olabilir \u00e7\u00fcnk\u00fc analizin sonu\u00e7lar\u0131n\u0131 etkileyebilirler.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak anormal vakalar\u0131 veya nadir \u00f6zelliklere sahip bireyleri ortaya \u00e7\u0131karabildikleri i\u00e7in, inceledi\u011finiz verilere ili\u015fkin i\u00e7g\u00f6r\u00fc de sa\u011flayabilirler.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Herhangi bir analizde ayk\u0131r\u0131 de\u011ferlerin kald\u0131r\u0131l\u0131p kald\u0131r\u0131lmayaca\u011f\u0131na veya tutulaca\u011f\u0131na karar vermelisiniz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Neyse ki karar vermenize yard\u0131mc\u0131 olmas\u0131 i\u00e7in a\u015fa\u011f\u0131daki ak\u0131\u015f \u015femas\u0131n\u0131 kullanabilirsiniz:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-21818\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supprimeroutlier1.png\" alt=\"Verilerdeki ayk\u0131r\u0131 de\u011ferlerin kald\u0131r\u0131l\u0131p kald\u0131r\u0131lmayaca\u011f\u0131na karar vermek i\u00e7in ak\u0131\u015f \u015femas\u0131\" width=\"575\" height=\"490\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Ak\u0131\u015f \u015femas\u0131ndaki her soruya daha yak\u0131ndan bakal\u0131m.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ayk\u0131r\u0131 de\u011fer bir veri giri\u015fi hatas\u0131n\u0131n sonucu mu?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bazen bir veri k\u00fcmesindeki ayk\u0131r\u0131 de\u011ferler yaln\u0131zca veri giri\u015fi hatas\u0131n\u0131n sonucudur.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, bir biyolo\u011fun belirli bir bitki t\u00fcr\u00fcn\u00fcn boyu hakk\u0131nda veri toplad\u0131\u011f\u0131n\u0131 ve a\u015fa\u011f\u0131daki verileri kaydetti\u011fini varsayal\u0131m:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">6,83 in\u00e7<\/span><\/li>\n<li> <span style=\"color: #000000;\">7,51 in\u00e7<\/span><\/li>\n<li> <span style=\"color: #000000;\">5,21 in\u00e7<\/span><\/li>\n<li> <span style=\"color: #000000;\">5,84 in\u00e7<\/span><\/li>\n<li> <span style=\"color: #000000;\">7,83 in\u00e7<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>755 in\u00e7<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\">6,53 in\u00e7<\/span><\/li>\n<li> <span style=\"color: #000000;\">6,31 in\u00e7<\/span><\/li>\n<li> <span style=\"color: #000000;\">5,91 in\u00e7<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">A\u00e7\u0131k\u00e7as\u0131 755 in\u00e7lik giri\u015f bir ayk\u0131r\u0131 de\u011ferdir ve muhtemelen bir veri giri\u015fi hatas\u0131n\u0131n sonucudur. B\u00fcy\u00fck olas\u0131l\u0131kla y\u00fcksekli\u011fin 7,55 in\u00e7 olmas\u0131 gerekiyordu, ancak yanl\u0131\u015f girildi.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Biyolog bu g\u00f6zlemi s\u00fcrd\u00fcr\u00fcr ve \u00f6rnekteki bitkilerin ortalama boyu gibi <a href=\"https:\/\/statorials.org\/tr\/tanimlayici-cikarimsal-istatistikler\/\" target=\"_blank\" rel=\"noopener\">tan\u0131mlay\u0131c\u0131 bir istatistik<\/a> hesaplarsa, bu g\u00f6zlem sonu\u00e7lar\u0131 b\u00fcy\u00fck \u00f6l\u00e7\u00fcde \u00e7arp\u0131tacak ve ger\u00e7ek ortalama bitki boyuna ili\u015fkin hatal\u0131 bir tablo verecektir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu senaryoda (ve buna benzer senaryolarda), bu ayk\u0131r\u0131 de\u011ferin veri k\u00fcmesinden kald\u0131r\u0131lmas\u0131 mant\u0131kl\u0131d\u0131r \u00e7\u00fcnk\u00fc bu bir hatad\u0131r ve analize dahil edilecek me\u015fru bir veri noktas\u0131 de\u011fildir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ayk\u0131r\u0131 de\u011fer analiz sonu\u00e7lar\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde etkiler mi?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">E\u011fer bir g\u00f6zlem ger\u00e7ek bir ayk\u0131r\u0131 de\u011ferse ve yaln\u0131zca veri giri\u015fi hatas\u0131n\u0131n sonucu de\u011filse, o zaman ayk\u0131r\u0131 de\u011ferin analiz sonu\u00e7lar\u0131n\u0131 etkileyip etkilemedi\u011fini incelememiz gerekir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, bir biyolo\u011fun g\u00fcbre ile bitki boyu aras\u0131ndaki ili\u015fkiyi ara\u015ft\u0131rd\u0131\u011f\u0131n\u0131 varsayal\u0131m. Tahmin de\u011fi\u015fkeni olarak g\u00fcbreyi ve <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener\">tepki de\u011fi\u015fkeni<\/a> olarak bitki boyunu kullanarak <a href=\"https:\/\/statorials.org\/tr\/dogrusal-regresyon-1\/\" target=\"_blank\" rel=\"noopener\">basit bir do\u011frusal regresyon<\/a> modeli kurmak istiyor.<\/span><\/p>\n<p> <span style=\"color: #000000;\">12 farkl\u0131 fabrika i\u00e7in a\u015fa\u011f\u0131daki verileri toplar:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-21822 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supprimeroutlier2.png\" alt=\"\" width=\"259\" height=\"317\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Son g\u00f6zlemin sapk\u0131n oldu\u011fu a\u00e7\u0131kt\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak bu veri setini g\u00f6rselle\u015ftirmek i\u00e7in bir da\u011f\u0131l\u0131m grafi\u011fi olu\u015fturursak, ayk\u0131r\u0131 de\u011feri dahil etsek de etmesek de regresyon \u00e7izgisinin pek de\u011fi\u015fmeyece\u011fini g\u00f6rebiliriz:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-21823 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supprimeroutlier3.png\" alt=\"\" width=\"507\" height=\"424\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Bu senaryoda, ayk\u0131r\u0131 de\u011fer asl\u0131nda<a href=\"https:\/\/statorials.org\/tr\/dogrusal-regresyon-varsayimlari\/\" target=\"_blank\" rel=\"noopener\">do\u011frusal regresyon modelinin varsay\u0131mlar\u0131ndan<\/a> herhangi birini ihlal etmez, dolay\u0131s\u0131yla onu veri k\u00fcmesinde tutabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak verilerde a\u015fa\u011f\u0131daki ayk\u0131r\u0131 de\u011ferin bulundu\u011funu varsayal\u0131m:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-21824 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/supprimeroutlier4.png\" alt=\"\" width=\"509\" height=\"429\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">A\u00e7\u0131k\u00e7as\u0131, bu ayk\u0131r\u0131 de\u011fer regresyon \u00e7izgisini \u00f6nemli \u00f6l\u00e7\u00fcde etkiler, bu nedenle bir regresyon modelini ayk\u0131r\u0131 de\u011ferle ve di\u011ferini ayk\u0131r\u0131 de\u011ferle e\u015fle\u015ftirebilir ve ard\u0131ndan her iki regresyon modelinin sonu\u00e7lar\u0131n\u0131 rapor edebiliriz.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ayk\u0131r\u0131 de\u011fer analizde yap\u0131lan varsay\u0131mlar\u0131 etkiliyor mu?<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">E\u011fer ayk\u0131r\u0131 de\u011fer bir veri giri\u015f hatas\u0131n\u0131n sonucu de\u011filse ve analizin sonu\u00e7lar\u0131n\u0131 \u00f6nemli \u00f6l\u00e7\u00fcde etkilemiyorsa, ayk\u0131r\u0131 de\u011ferin analizde olu\u015fturulan hipotezleri etkileyip etkilemedi\u011fini sormam\u0131z gerekir. analiz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">E\u011fer varsay\u0131mlar\u0131 etkilemiyorsa, onu verilerde tutabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak bu durum varsay\u0131mlar\u0131 etkiliyorsa birka\u00e7 se\u00e7ene\u011fimiz var:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Kald\u0131r\u0131n.<\/strong> Bunu verilerden \u00e7\u0131karabilir ve sonu\u00e7lar\u0131 rapor ederken not edebiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Veriler \u00fczerinde bir d\u00f6n\u00fc\u015f\u00fcm ger\u00e7ekle\u015ftirin.<\/strong> Ayk\u0131r\u0131 de\u011ferleri kald\u0131rmak yerine veriler \u00fczerinde bir <a href=\"https:\/\/statorials.org\/tr\/verileri-excele-donusturun\/\" target=\"_blank\" rel=\"noopener\">d\u00f6n\u00fc\u015f\u00fcm<\/a> ger\u00e7ekle\u015ftirmeyi deneyebiliriz; \u00f6rne\u011fin verideki t\u00fcm de\u011ferlerin karek\u00f6k\u00fcn\u00fc veya logunu almay\u0131 deneyebiliriz. Bunun ayk\u0131r\u0131 de\u011ferleri azaltt\u0131\u011f\u0131 ve \u00e7o\u011fu zaman verilerin daha <a href=\"https:\/\/statorials.org\/tr\/normallik-hipotezi\/\" target=\"_blank\" rel=\"noopener\">normal \u015fekilde da\u011f\u0131lmas\u0131n\u0131<\/a> sa\u011flad\u0131\u011f\u0131 g\u00f6sterilmi\u015ftir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Verilerinizdeki ayk\u0131r\u0131 de\u011ferleri nas\u0131l ele almaya karar verirseniz verin, karar\u0131n\u0131z\u0131 gerek\u00e7enizle birlikte analizinizin sonucuna not etmelisiniz.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimlerde farkl\u0131 istatistiksel yaz\u0131l\u0131mlarda ayk\u0131r\u0131 de\u011ferlerin nas\u0131l bulunaca\u011f\u0131 ve kald\u0131r\u0131laca\u011f\u0131 a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/excel-aykiri-degerleri\/\" target=\"_blank\" rel=\"noopener\">Excel&#8217;de Ayk\u0131r\u0131 De\u011ferler Nas\u0131l Bulunur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/google-e-tablolardaki-aykiri-degerler\/\" target=\"_blank\" rel=\"noopener\">Google E-Tablolar&#8217;da ayk\u0131r\u0131 de\u011ferler nas\u0131l bulunur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-r\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de ayk\u0131r\u0131 de\u011ferler nas\u0131l bulunur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir-python\/\" target=\"_blank\" rel=\"noopener\">Python&#8217;da ayk\u0131r\u0131 de\u011ferler nas\u0131l bulunur?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/spss-aykiri-degerleri\/\" target=\"_blank\" rel=\"noopener\">SPSS&#8217;de ayk\u0131r\u0131 de\u011ferler nas\u0131l bulunur?<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Ayk\u0131r\u0131 de\u011fer , bir veri k\u00fcmesindeki di\u011fer de\u011ferlerden anormal derecede uzak olan bir g\u00f6zlemdir . Ayk\u0131r\u0131 de\u011ferler sorunlu olabilir \u00e7\u00fcnk\u00fc analizin sonu\u00e7lar\u0131n\u0131 etkileyebilirler. Ancak anormal vakalar\u0131 veya nadir \u00f6zelliklere sahip bireyleri ortaya \u00e7\u0131karabildikleri i\u00e7in, inceledi\u011finiz verilere ili\u015fkin i\u00e7g\u00f6r\u00fc de sa\u011flayabilirler. Herhangi bir analizde ayk\u0131r\u0131 de\u011ferlerin kald\u0131r\u0131l\u0131p kald\u0131r\u0131lmayaca\u011f\u0131na veya tutulaca\u011f\u0131na karar vermelisiniz. Neyse ki karar vermenize [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-2431","post","type-post","status-publish","format-standard","hentry","category-rehber"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Tam K\u0131lavuz: Verilerdeki Ayk\u0131r\u0131 De\u011ferler Ne Zaman Kald\u0131r\u0131lmal\u0131 - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, ayk\u0131r\u0131 de\u011ferlerin bir veri k\u00fcmesinden ne zaman kald\u0131r\u0131laca\u011f\u0131 birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/tr\/aykiri-degerleri-kaldir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tam K\u0131lavuz: Verilerdeki Ayk\u0131r\u0131 De\u011ferler Ne Zaman Kald\u0131r\u0131lmal\u0131 - 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