{"id":452,"date":"2023-07-29T21:02:37","date_gmt":"2023-07-29T21:02:37","guid":{"rendered":"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/"},"modified":"2023-07-29T21:02:37","modified_gmt":"2023-07-29T21:02:37","slug":"iyi-r-kare-degeri","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/","title":{"rendered":"I\u0307yi bir r-kare de\u011feri nedir?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>R-kare,<\/strong> do\u011frusal bir regresyon modelinin bir veri k\u00fcmesine ne kadar iyi &#8220;uydu\u011funu&#8221; \u00f6l\u00e7er.<\/span> <span style=\"color: #000000;\">Yayg\u0131n olarak <em>belirleme katsay\u0131s\u0131<\/em> olarak da adland\u0131r\u0131lan R-kare, yorday\u0131c\u0131 de\u011fi\u015fken taraf\u0131ndan a\u00e7\u0131klanabilen yan\u0131t de\u011fi\u015fkenindeki varyans\u0131n oran\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">R-kare de\u011feri 0 ila 1 aras\u0131nda de\u011fi\u015febilir.<\/span> <span style=\"color: #000000;\">0 de\u011feri, yan\u0131t de\u011fi\u015fkeninin yorday\u0131c\u0131 de\u011fi\u015fken taraf\u0131ndan hi\u00e7bir \u015fekilde a\u00e7\u0131klanamayaca\u011f\u0131n\u0131 g\u00f6sterir.<\/span> <span style=\"color: #000000;\">1 de\u011feri, yan\u0131t de\u011fi\u015fkeninin yorday\u0131c\u0131 de\u011fi\u015fken taraf\u0131ndan hatas\u0131z olarak m\u00fckemmel bir \u015fekilde a\u00e7\u0131klanabilece\u011fini g\u00f6sterir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Pratikte muhtemelen R-kare i\u00e7in 0 veya 1 de\u011ferini hi\u00e7bir zaman g\u00f6rmeyeceksiniz. Bunun yerine muhtemelen 0 ile 1 aras\u0131nda bir de\u011ferle kar\u015f\u0131la\u015facaks\u0131n\u0131z.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin 30 farkl\u0131 \u015fehirdeki \u00e7i\u00e7ek\u00e7ilerin n\u00fcfus b\u00fcy\u00fckl\u00fc\u011f\u00fcn\u00fc ve say\u0131s\u0131n\u0131 i\u00e7eren bir veri k\u00fcmeniz oldu\u011funu varsayal\u0131m. Tahmin edici de\u011fi\u015fken olarak pop\u00fclasyon boyutunu ve yan\u0131t de\u011fi\u015fkeni olarak \u00e7i\u00e7ek\u00e7ileri kullanarak veri setine basit bir do\u011frusal regresyon modeli yerle\u015ftirirsiniz. Regresyon sonu\u00e7lar\u0131n\u0131n sonucunda R <sup>2<\/sup> = 0,2 oldu\u011funu g\u00f6r\u00fcyorsunuz. Bu da \u00e7i\u00e7ek\u00e7i say\u0131s\u0131ndaki farkl\u0131l\u0131\u011f\u0131n %20&#8217;sinin pop\u00fclasyon b\u00fcy\u00fckl\u00fc\u011f\u00fc ile a\u00e7\u0131klanabilece\u011fini g\u00f6stermektedir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu bizi \u00f6nemli bir soruya getiriyor: <strong>Bu R-kare i\u00e7in \u201ciyi\u201d bir de\u011fer mi?<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu sorunun cevab\u0131 regresyon modeli hedefinize ba\u011fl\u0131d\u0131r. Bilmek:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>1.<\/strong> Yorday\u0131c\u0131(lar) ile yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi a\u00e7\u0131klamak ister misiniz?<\/span><\/p>\n<p style=\"text-align: center;\"> <span style=\"color: #000000;\"><strong>ALTIN<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>2.<\/strong> Yan\u0131t de\u011fi\u015fkenini tahmin etmek istiyor musunuz?<\/span><\/p>\n<p> <span style=\"color: #000000;\">Amaca ba\u011fl\u0131 olarak <em>&#8220;R kare i\u00e7in iyi bir de\u011fer nedir?&#8221;<\/em> sorusunun cevab\u0131. &#8221; farkl\u0131 olacak.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Tahminci(ler) ile yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi a\u00e7\u0131klay\u0131n<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Regresyon modeliniz i\u00e7in birincil hedefiniz, \u00f6ng\u00f6r\u00fcc\u00fc(ler) ile yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi a\u00e7\u0131klamaksa, R-kare neredeyse \u00f6nemsizdir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin yukar\u0131daki regresyon \u00f6rne\u011finde, tahmini <em>n\u00fcfus b\u00fcy\u00fckl\u00fc\u011f\u00fc<\/em> katsay\u0131s\u0131n\u0131n 0,005 oldu\u011funu ve istatistiksel olarak anlaml\u0131 oldu\u011funu g\u00f6rd\u00fc\u011f\u00fcn\u00fcz\u00fc varsayal\u0131m. Bu, n\u00fcfustaki bir art\u0131\u015f\u0131n, belirli bir \u015fehirdeki \u00e7i\u00e7ek\u00e7i say\u0131s\u0131nda ortalama 0,005&#8217;lik bir art\u0131\u015fla ili\u015fkili oldu\u011fu anlam\u0131na gelir. Ayr\u0131ca n\u00fcfus b\u00fcy\u00fckl\u00fc\u011f\u00fc bir \u015fehirdeki \u00e7i\u00e7ek\u00e7i say\u0131s\u0131n\u0131n istatistiksel olarak anlaml\u0131 bir g\u00f6stergesidir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu regresyon modelinin R-kare de\u011ferinin 0,2 ya da 0,9 olmas\u0131 bu yorumu de\u011fi\u015ftirmez. Sadece pop\u00fclasyon b\u00fcy\u00fckl\u00fc\u011f\u00fc ile \u00e7i\u00e7ek\u00e7i say\u0131s\u0131 aras\u0131ndaki <em>ili\u015fkiyle<\/em> ilgilendi\u011finiz i\u00e7in modelin R-kare de\u011feri konusunda \u00e7ok fazla endi\u015felenmenize gerek yok.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Yan\u0131t de\u011fi\u015fkenini tahmin edin<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Birincil hedefiniz, yorday\u0131c\u0131 de\u011fi\u015fkeni kullanarak yan\u0131t de\u011fi\u015fkeninin de\u011ferini do\u011fru bir \u015fekilde tahmin etmekse, o zaman R-kare \u00f6nemlidir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Genel olarak, R-kare de\u011feri ne kadar b\u00fcy\u00fck olursa, yorday\u0131c\u0131 de\u011fi\u015fkenler yan\u0131t de\u011fi\u015fkeninin de\u011ferini o kadar do\u011fru tahmin edebilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">R-kare de\u011feri i\u00e7in gereken de\u011fer, ihtiyac\u0131n\u0131z olan hassasiyete ba\u011fl\u0131d\u0131r. \u00d6rne\u011fin bilimsel \u00e7al\u0131\u015fmalarda bir regresyon modelinin g\u00fcvenilir say\u0131lmas\u0131 i\u00e7in R-karenin 0,95&#8217;ten b\u00fcy\u00fck olmas\u0131 gerekebilir. Di\u011fer alanlarda, veri setinde a\u015f\u0131r\u0131 de\u011fi\u015fkenlik varsa yaln\u0131zca 0,3&#8217;l\u00fck bir R kare yeterli olabilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Neyin &#8220;iyi&#8221; bir R-kare de\u011feri olarak kabul edildi\u011fini bilmek i\u00e7in, kendi \u00e7al\u0131\u015fma alan\u0131n\u0131zda hangi R-kare de\u011ferlerinin genel olarak kabul edildi\u011fini ke\u015ffetmeniz gerekecektir. Bir m\u00fc\u015fteri veya \u015firket i\u00e7in regresyon analizi yap\u0131yorsan\u0131z, onlara kabul edilebilir bir R-kare de\u011ferinin ne oldu\u011funu sorabilirsiniz.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>Tahmin aral\u0131klar\u0131<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\"><strong>Tahmin aral\u0131\u011f\u0131,<\/strong> tahmin de\u011fi\u015fkenlerinin de\u011ferlerine ba\u011fl\u0131 olarak yeni bir g\u00f6zlemin d\u00fc\u015febilece\u011fi aral\u0131\u011f\u0131 belirtir. Daha dar tahmin aral\u0131klar\u0131, yorday\u0131c\u0131 de\u011fi\u015fkenlerin yan\u0131t de\u011fi\u015fkenini daha do\u011fru tahmin edebildi\u011fini g\u00f6sterir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00c7o\u011fu zaman bir tahmin aral\u0131\u011f\u0131 R-kare de\u011ferinden daha yararl\u0131 olabilir \u00e7\u00fcnk\u00fc size yeni bir g\u00f6zlemin d\u00fc\u015febilece\u011fi tam bir de\u011fer aral\u0131\u011f\u0131 verir. Bu, \u00f6zellikle regresyonun birincil amac\u0131n\u0131n yan\u0131t de\u011fi\u015fkeninin yeni de\u011ferlerini tahmin etmek olmas\u0131 durumunda kullan\u0131\u015fl\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, 40.000 ki\u015filik bir n\u00fcfusun belirli bir \u015fehirde 30 ila 35 \u00e7i\u00e7ek\u00e7i tahmin aral\u0131\u011f\u0131 \u00fcretti\u011fini varsayal\u0131m. Bu, regresyon modelinin kullan\u0131m\u0131na ba\u011fl\u0131 olarak kabul edilebilir bir de\u011fer aral\u0131\u011f\u0131 olarak kabul edilebilir veya edilmeyebilir.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00c7\u00f6z\u00fcm<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Genel olarak, R-kare de\u011feri ne kadar b\u00fcy\u00fck olursa, yorday\u0131c\u0131 de\u011fi\u015fkenler yan\u0131t de\u011fi\u015fkeninin de\u011ferini o kadar do\u011fru tahmin edebilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir R-kare de\u011ferinin &#8220;iyi&#8221; olarak de\u011ferlendirilmesi i\u00e7in ne kadar iyi olmas\u0131 gerekti\u011fi, alana g\u00f6re de\u011fi\u015fir. Baz\u0131 alanlar di\u011ferlerinden daha y\u00fcksek hassasiyet gerektirir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Neyin &#8220;iyi&#8221; bir R-kare de\u011feri olarak kabul edildi\u011fini bulmak i\u00e7in, \u00e7al\u0131\u015ft\u0131\u011f\u0131n\u0131z alanda genel olarak neyin kabul edildi\u011fini d\u00fc\u015f\u00fcn\u00fcn, belirli bir alanda \u00f6zel bilgiye sahip birine sorun veya m\u00fc\u015fteriye\/dan\u0131\u015fana sorun. Regresyon analizini yapt\u0131\u011f\u0131n\u0131z \u015firket. kabul edilebilir bulduklar\u0131 \u015feyler i\u00e7in.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tahminci ile yan\u0131t de\u011fi\u015fkeni aras\u0131ndaki ili\u015fkiyi a\u00e7\u0131klamak istiyorsan\u0131z, R-kare b\u00fcy\u00fck \u00f6l\u00e7\u00fcde konu d\u0131\u015f\u0131d\u0131r \u00e7\u00fcnk\u00fc regresyon modelinin yorumlanmas\u0131 \u00fczerinde hi\u00e7bir etkisi yoktur.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Yan\u0131t de\u011fi\u015fkenini tahmin etmek istiyorsan\u0131z tahmin aral\u0131klar\u0131 genellikle R-kare de\u011ferlerinden daha kullan\u0131\u015fl\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>Daha fazla okuma:<\/strong><\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/pearson-korelasyon-katsayisi-1\/\" target=\"_blank\" rel=\"noopener\">Pearson Korelasyon Katsay\u0131s\u0131<\/a><br \/> Basit Do\u011frusal Regresyona Giri\u015f<\/p>\n","protected":false},"excerpt":{"rendered":"<p>R-kare, do\u011frusal bir regresyon modelinin bir veri k\u00fcmesine ne kadar iyi &#8220;uydu\u011funu&#8221; \u00f6l\u00e7er. Yayg\u0131n olarak belirleme katsay\u0131s\u0131 olarak da adland\u0131r\u0131lan R-kare, yorday\u0131c\u0131 de\u011fi\u015fken taraf\u0131ndan a\u00e7\u0131klanabilen yan\u0131t de\u011fi\u015fkenindeki varyans\u0131n oran\u0131d\u0131r. R-kare de\u011feri 0 ila 1 aras\u0131nda de\u011fi\u015febilir. 0 de\u011feri, yan\u0131t de\u011fi\u015fkeninin yorday\u0131c\u0131 de\u011fi\u015fken taraf\u0131ndan hi\u00e7bir \u015fekilde a\u00e7\u0131klanamayaca\u011f\u0131n\u0131 g\u00f6sterir. 1 de\u011feri, yan\u0131t de\u011fi\u015fkeninin yorday\u0131c\u0131 de\u011fi\u015fken taraf\u0131ndan hatas\u0131z [&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-452","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>\u0130yi bir R-kare de\u011feri nedir? - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitim \u015fu soruyu yan\u0131tl\u0131yor: \u0130yi bir R-kare de\u011feri nedir?\" \/>\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\/iyi-r-kare-degeri\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0130yi bir R-kare de\u011feri nedir? - Statorials\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitim \u015fu soruyu yan\u0131tl\u0131yor: \u0130yi bir R-kare de\u011feri nedir?\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-29T21:02:37+00:00\" \/>\n<meta name=\"author\" content=\"Dr.benjamin anderson\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Yazan:\" \/>\n\t<meta name=\"twitter:data1\" content=\"Dr.benjamin anderson\" \/>\n\t<meta name=\"twitter:label2\" content=\"Tahmini okuma s\u00fcresi\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/\",\"url\":\"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/\",\"name\":\"\u0130yi bir R-kare de\u011feri nedir? - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-29T21:02:37+00:00\",\"dateModified\":\"2023-07-29T21:02:37+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitim \u015fu soruyu yan\u0131tl\u0131yor: \u0130yi bir R-kare de\u011feri nedir?\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/iyi-r-kare-degeri\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"I\u0307yi bir r-kare de\u011feri nedir?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/tr\/#website\",\"url\":\"https:\/\/statorials.org\/tr\/\",\"name\":\"Statorials\",\"description\":\"\u0130statistik okuryazarl\u0131\u011f\u0131 rehberiniz!\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/tr\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"tr\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\",\"name\":\"Dr.benjamin anderson\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"tr\",\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/tr\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"Dr.benjamin anderson\"},\"description\":\"Merhaba, ben Benjamin, emekli bir istatistik profes\u00f6r\u00fc ve Statorials \u00f6\u011fretmenine d\u00f6n\u00fc\u015ft\u00fcm. \u0130statistik alan\u0131ndaki kapsaml\u0131 deneyimim ve uzmanl\u0131\u011f\u0131mla, \u00f6\u011frencilerimi Statorials arac\u0131l\u0131\u011f\u0131yla g\u00fc\u00e7lendirmek i\u00e7in bilgilerimi payla\u015fmaya can at\u0131yorum. 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