{"id":4617,"date":"2023-07-09T14:52:14","date_gmt":"2023-07-09T14:52:14","guid":{"rendered":"https:\/\/statorials.org\/tr\/regresyondaki-anlamli-degiskenleri-belirlemek\/"},"modified":"2023-07-09T14:52:14","modified_gmt":"2023-07-09T14:52:14","slug":"regresyondaki-anlamli-degiskenleri-belirlemek","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/regresyondaki-anlamli-degiskenleri-belirlemek\/","title":{"rendered":"Regresyon modellerinde anlaml\u0131 de\u011fi\u015fkenler nas\u0131l belirlenir?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/coklu-dogrusal-regresyon\/\" target=\"_blank\" rel=\"noopener\">\u00c7oklu do\u011frusal regresyon modelini<\/a> uygulad\u0131ktan sonra kendinize soraca\u011f\u0131n\u0131z ana sorulardan biri \u015fudur: <em><strong>Hangi de\u011fi\u015fkenler anlaml\u0131d\u0131r?<\/strong><\/em><\/span><\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir de\u011fi\u015fkenin anlam\u0131n\u0131 belirlemek i\u00e7in <strong>kullanmaman\u0131z gereken<\/strong> iki y\u00f6ntem vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Regresyon katsay\u0131lar\u0131n\u0131n de\u011feri<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Belirli bir yorday\u0131c\u0131 de\u011fi\u015fken i\u00e7in bir regresyon katsay\u0131s\u0131, s\u00f6z konusu yorday\u0131c\u0131 de\u011fi\u015fkendeki bir birimlik art\u0131\u015fla ili\u015fkili yan\u0131t de\u011fi\u015fkenindeki ortalama de\u011fi\u015fikli\u011fi belirtir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak bir modeldeki her yorday\u0131c\u0131 de\u011fi\u015fken genellikle farkl\u0131 bir \u00f6l\u00e7ekte \u00f6l\u00e7\u00fcl\u00fcr. Bu nedenle hangi de\u011fi\u015fkenlerin en \u00f6nemli oldu\u011funu belirlemek i\u00e7in regresyon katsay\u0131lar\u0131n\u0131n mutlak de\u011ferlerini kar\u015f\u0131la\u015ft\u0131rmak mant\u0131kl\u0131 de\u011fildir.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Regresyon katsay\u0131lar\u0131n\u0131n p de\u011ferleri<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Regresyon katsay\u0131lar\u0131n\u0131n p de\u011ferleri, belirli bir yorday\u0131c\u0131 de\u011fi\u015fkenin yan\u0131t de\u011fi\u015fkeniyle istatistiksel olarak anlaml\u0131 bir ili\u015fkiye sahip olup olmad\u0131\u011f\u0131n\u0131 size s\u00f6yleyebilir, ancak belirli bir yorday\u0131c\u0131 de\u011fi\u015fkenin ger\u00e7ek d\u00fcnyada pratik olarak anlaml\u0131 olup olmad\u0131\u011f\u0131n\u0131 size s\u00f6yleyemez.<\/span><\/p>\n<p> <span style=\"color: #000000;\">P de\u011ferleri ayn\u0131 zamanda \u00f6rneklem b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fcn b\u00fcy\u00fck olmas\u0131 veya de\u011fi\u015fkenli\u011fin d\u00fc\u015f\u00fck olmas\u0131 nedeniyle de d\u00fc\u015f\u00fck olabilir; bu durum bize asl\u0131nda belirli bir yorday\u0131c\u0131 de\u011fi\u015fkenin pratikte anlaml\u0131 olup olmad\u0131\u011f\u0131n\u0131 s\u00f6ylemez.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ancak de\u011fi\u015fkenlerin anlam\u0131n\u0131 belirlemek i\u00e7in <strong>kullanman\u0131z gereken<\/strong> iki y\u00f6ntem vard\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1. Standartla\u015ft\u0131r\u0131lm\u0131\u015f regresyon katsay\u0131lar\u0131<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Tipik olarak, \u00e7oklu do\u011frusal regresyon uygulad\u0131\u011f\u0131m\u0131zda, model \u00e7\u0131kt\u0131s\u0131nda elde edilen regresyon katsay\u0131lar\u0131 <strong>standartla\u015ft\u0131r\u0131lmaz<\/strong> , yani en uygun \u00e7izgiyi bulmak i\u00e7in ham verileri kullan\u0131rlar.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bununla birlikte, her \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkeni ve yan\u0131t de\u011fi\u015fkenini <strong>standartla\u015ft\u0131rmak<\/strong> (her de\u011fi\u015fkenin ortalama de\u011ferini orijinal de\u011ferlerden \u00e7\u0131kararak ve ard\u0131ndan bunu de\u011fi\u015fkenlerin standart sapmas\u0131na b\u00f6lerek) ve ard\u0131ndan bir regresyon \u00e7al\u0131\u015ft\u0131rmak m\u00fcmk\u00fcnd\u00fcr; bu da \u015fu sonucu verir: <strong>standartla\u015ft\u0131r\u0131lm\u0131\u015f regresyon katsay\u0131lar\u0131<\/strong> .<\/span><\/p>\n<p> <span style=\"color: #000000;\">Modeldeki her de\u011fi\u015fken standartla\u015ft\u0131r\u0131larak her de\u011fi\u015fken ayn\u0131 \u00f6l\u00e7ekte \u00f6l\u00e7\u00fcl\u00fcr. Bu nedenle, hangi de\u011fi\u015fkenlerin yan\u0131t de\u011fi\u015fkeni \u00fczerinde en b\u00fcy\u00fck etkiye sahip oldu\u011funu anlamak i\u00e7in sonu\u00e7lardaki regresyon katsay\u0131lar\u0131n\u0131n mutlak de\u011ferlerini kar\u015f\u0131la\u015ft\u0131rmak mant\u0131kl\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2. Konu Uzmanl\u0131\u011f\u0131<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Her ne kadar p de\u011ferleri size belirli bir yorday\u0131c\u0131 de\u011fi\u015fken ile yan\u0131t de\u011fi\u015fkeni aras\u0131nda istatistiksel olarak anlaml\u0131 bir etkinin olup olmad\u0131\u011f\u0131n\u0131 s\u00f6yleyebilse de, bir yorday\u0131c\u0131 de\u011fi\u015fkenin ger\u00e7ekten alakal\u0131 olup olmad\u0131\u011f\u0131n\u0131 ve ger\u00e7ekten bir modele dahil edilmesi gerekip gerekmedi\u011fini do\u011frulamak i\u00e7in konu uzmanl\u0131\u011f\u0131na ihtiya\u00e7 vard\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnek, pratikte bir regresyon modelinde anlaml\u0131 de\u011fi\u015fkenlerin nas\u0131l belirlenece\u011fini g\u00f6stermektedir.<\/span><\/p>\n<h2> <strong>\u00d6rnek: Bir regresyon modelinde \u00f6nemli de\u011fi\u015fkenler nas\u0131l belirlenir?<\/strong><\/h2>\n<p> <span style=\"color: #000000;\">12 evin ya\u015f\u0131, metrekaresi ve sat\u0131\u015f fiyat\u0131na ili\u015fkin bilgileri i\u00e7eren a\u015fa\u011f\u0131daki veri setine sahip oldu\u011fumuzu varsayal\u0131m:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10415 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/standardise1.png\" alt=\"\" width=\"256\" height=\"295\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra, tahmin de\u011fi\u015fkenleri olarak <strong>ya\u015f<\/strong> ve <strong>metrekareyi<\/strong> ve yan\u0131t de\u011fi\u015fkeni olarak <strong>fiyat\u0131<\/strong> kullanarak \u00e7oklu do\u011frusal regresyon uygulad\u0131\u011f\u0131m\u0131z\u0131 varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki sonucu al\u0131yoruz:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10416\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/standardise2.png\" alt=\"Standartla\u015ft\u0131r\u0131lmam\u0131\u015f regresyon katsay\u0131lar\u0131na \u00f6rnek\" width=\"457\" height=\"82\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Bu tablodaki regresyon katsay\u0131lar\u0131 <strong>standartla\u015ft\u0131r\u0131lmam\u0131\u015ft\u0131r<\/strong> ; bu, bu regresyon modeline uymak i\u00e7in ham verileri kulland\u0131klar\u0131 anlam\u0131na gelir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u0130lk bak\u0131\u015fta, tahmin de\u011fi\u015fkeni <strong>metrekare<\/strong> i\u00e7in sadece <strong>100.866<\/strong> iken regresyon tablosundaki katsay\u0131s\u0131 <strong>-409.833<\/strong> oldu\u011fundan <strong>ya\u015f\u0131n<\/strong> gayrimenkul fiyat\u0131 \u00fczerinde \u00e7ok daha b\u00fcy\u00fck bir etkisi oldu\u011fu g\u00f6r\u00fclmektedir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bununla birlikte, standart hata ya\u015fa g\u00f6re metrekareye g\u00f6re \u00e7ok daha b\u00fcy\u00fckt\u00fcr; bu nedenle kar\u015f\u0131l\u0131k gelen p de\u011feri asl\u0131nda ya\u015fa g\u00f6re b\u00fcy\u00fck (p = 0,520) ve metrekareye g\u00f6re k\u00fc\u00e7\u00fck (p = 0,000) neden olur.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Regresyon katsay\u0131lar\u0131ndaki a\u015f\u0131r\u0131 farkl\u0131l\u0131klar\u0131n nedeni, iki de\u011fi\u015fken i\u00e7in \u00f6l\u00e7eklerdeki a\u015f\u0131r\u0131 farkl\u0131l\u0131klardan kaynaklanmaktad\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>Ya\u015fa<\/strong> g\u00f6re de\u011ferler 4 ile 44 ya\u015f aras\u0131nda de\u011fi\u015fmektedir.<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>Metrekare<\/strong> de\u011ferleri 1.200 ile 2.800 aras\u0131nda de\u011fi\u015fmektedir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Bunun yerine ham verileri <strong>normalle\u015ftirdi\u011fimizi<\/strong> varsayal\u0131m:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10417 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/standardise3.png\" alt=\"Excel'deki verileri standartla\u015ft\u0131rma\" width=\"671\" height=\"303\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra standartla\u015ft\u0131r\u0131lm\u0131\u015f verileri kullanarak \u00e7oklu do\u011frusal regresyon ger\u00e7ekle\u015ftirirsek a\u015fa\u011f\u0131daki regresyon sonucunu elde ederiz:<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-10418 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/standardise4.png\" alt=\"Standartla\u015ft\u0131r\u0131lm\u0131\u015f regresyon katsay\u0131lar\u0131\" width=\"501\" height=\"96\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p> <span style=\"color: #000000;\">Bu tablodaki regresyon katsay\u0131lar\u0131 <strong>standartla\u015ft\u0131r\u0131lm\u0131\u015ft\u0131r<\/strong> , yani bu regresyon modeline uymak i\u00e7in standartla\u015ft\u0131r\u0131lm\u0131\u015f veriler kullan\u0131lm\u0131\u015ft\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tablodaki katsay\u0131lar\u0131n yorumlanma \u015fekli \u015fu \u015fekildedir:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Metrekarenin sabit kald\u0131\u011f\u0131 varsay\u0131ld\u0131\u011f\u0131nda, <strong>ya\u015ftaki<\/strong> bir standart sapmal\u0131k art\u0131\u015f, ev fiyat\u0131nda <strong>0,092<\/strong> standart sapmal\u0131k bir d\u00fc\u015f\u00fc\u015fle ili\u015fkilidir.<\/span><\/li>\n<li> <span style=\"color: #000000;\">Ya\u015f\u0131n sabit kald\u0131\u011f\u0131 varsay\u0131ld\u0131\u011f\u0131nda <strong>, metrekaredeki<\/strong> bir standart sapmal\u0131k art\u0131\u015f, ev fiyat\u0131ndaki <strong>0,885<\/strong> standart sapmal\u0131k art\u0131\u015fla ili\u015fkilidir.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Art\u0131k konut fiyatlar\u0131 \u00fczerinde metrekare etkisinin ya\u015ftan \u00e7ok daha fazla oldu\u011funu g\u00f6rebiliyoruz.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Not<\/strong> : Her yorday\u0131c\u0131 de\u011fi\u015fkenin p de\u011ferleri \u00f6nceki regresyon modelindekilerle tamamen ayn\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Hangi son modelin kullan\u0131laca\u011f\u0131na karar verirken, bir evin fiyat\u0131n\u0131 tahmin etmede <strong>metrekare boyutunun<\/strong> <strong>ya\u015f\u0131ndan<\/strong> \u00e7ok daha \u00f6nemli oldu\u011funu art\u0131k biliyoruz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Sonu\u00e7ta, konut ve emlak fiyatlar\u0131na ili\u015fkin mevcut bilgilere dayanarak nihai modele hangi de\u011fi\u015fkenlerin dahil edilece\u011fini belirlemek i\u00e7in konu uzmanl\u0131\u011f\u0131m\u0131z\u0131 kullanmam\u0131z gerekecek.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Ek kaynaklar<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki e\u011fitimler regresyon modelleri hakk\u0131nda ek bilgi sa\u011flar:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><a href=\"https:\/\/statorials.org\/tr\/regresyon-yorumlama-tablosunu-okuyun\/\" target=\"_blank\" rel=\"noopener noreferrer\">Regresyon Tablosu Nas\u0131l Okunmal\u0131 ve Yorumlanmal\u0131<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/regresyon-katsayilari-nasil-yorumlanir\/\" target=\"_blank\" rel=\"noopener noreferrer\">Regresyon katsay\u0131lar\u0131 nas\u0131l yorumlan\u0131r?<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/dogrusal-regresyon-p-degeri\/\" target=\"_blank\" rel=\"noopener\">Do\u011frusal regresyonda P de\u011ferleri nas\u0131l yorumlan\u0131r?<\/a><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u00c7oklu do\u011frusal regresyon modelini uygulad\u0131ktan sonra kendinize soraca\u011f\u0131n\u0131z ana sorulardan biri \u015fudur: Hangi de\u011fi\u015fkenler anlaml\u0131d\u0131r? Bir de\u011fi\u015fkenin anlam\u0131n\u0131 belirlemek i\u00e7in kullanmaman\u0131z gereken iki y\u00f6ntem vard\u0131r: 1. Regresyon katsay\u0131lar\u0131n\u0131n de\u011feri Belirli bir yorday\u0131c\u0131 de\u011fi\u015fken i\u00e7in bir regresyon katsay\u0131s\u0131, s\u00f6z konusu yorday\u0131c\u0131 de\u011fi\u015fkendeki bir birimlik art\u0131\u015fla ili\u015fkili yan\u0131t de\u011fi\u015fkenindeki ortalama de\u011fi\u015fikli\u011fi belirtir. Ancak bir modeldeki her yorday\u0131c\u0131 [&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-4617","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>Regresyon Modellerinde \u00d6nemli De\u011fi\u015fkenler Nas\u0131l Belirlenir - Statoryaller<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde bir regresyon modelinde \u00f6nemli de\u011fi\u015fkenlerin nas\u0131l belirlenece\u011fi bir \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\/regresyondaki-anlamli-degiskenleri-belirlemek\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Regresyon Modellerinde \u00d6nemli De\u011fi\u015fkenler Nas\u0131l Belirlenir - 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