{"id":2180,"date":"2023-07-23T09:06:43","date_gmt":"2023-07-23T09:06:43","guid":{"rendered":"https:\/\/statorials.org\/tr\/lojistik-regresyon-sonuclari-nasil-raporlanir\/"},"modified":"2023-07-23T09:06:43","modified_gmt":"2023-07-23T09:06:43","slug":"lojistik-regresyon-sonuclari-nasil-raporlanir","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/lojistik-regresyon-sonuclari-nasil-raporlanir\/","title":{"rendered":"Tam k\u0131lavuz: lojistik regresyon sonu\u00e7lar\u0131 nas\u0131l raporlan\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>Lojistik regresyon,<\/strong> <a href=\"https:\/\/statorials.org\/tr\/degiskenleri-aciklayici-yanitlar\/\" target=\"_blank\" rel=\"noopener\">yan\u0131t de\u011fi\u015fkeni<\/a> ikili oldu\u011funda kulland\u0131\u011f\u0131m\u0131z bir regresyon analizi t\u00fcr\u00fcd\u00fcr.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Lojistik regresyon modelinin sonu\u00e7lar\u0131n\u0131 raporlamak i\u00e7in a\u015fa\u011f\u0131daki genel format\u0131 kullanabiliriz:<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\">[Yorday\u0131c\u0131 de\u011fi\u015fken 1], [yorday\u0131c\u0131 de\u011fi\u015fken 2],\u2026[yorday\u0131c\u0131 de\u011fi\u015fken <em>n<\/em> ] ve [yan\u0131t de\u011fi\u015fkeni] aras\u0131ndaki ili\u015fkiyi analiz etmek i\u00e7in lojistik regresyon kullan\u0131ld\u0131.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Di\u011fer t\u00fcm yorday\u0131c\u0131 de\u011fi\u015fkenler sabit tutuldu\u011funda, bir birimlik art\u0131\u015f i\u00e7in [yan\u0131t de\u011fi\u015fkeninin] ortaya \u00e7\u0131kma olas\u0131l\u0131\u011f\u0131n\u0131n [y\u00fczde birka\u00e7] (%95 GA [alt s\u0131n\u0131r, \u00fcst s\u0131n\u0131r]) kadar [artt\u0131\u011f\u0131 veya azald\u0131\u011f\u0131] bulunmu\u015ftur. [tahmin edici de\u011fi\u015fken 1].<\/span><\/p>\n<p> <span style=\"color: #000000;\">Di\u011fer t\u00fcm yorday\u0131c\u0131 de\u011fi\u015fkenler sabit tutuldu\u011funda, bir birimlik art\u0131\u015f i\u00e7in [yan\u0131t de\u011fi\u015fkeninin] ortaya \u00e7\u0131kma olas\u0131l\u0131\u011f\u0131n\u0131n [y\u00fczde birka\u00e7] (%95 GA [alt s\u0131n\u0131r, \u00fcst s\u0131n\u0131r]) kadar [artt\u0131\u011f\u0131 veya azald\u0131\u011f\u0131] bulunmu\u015ftur. [tahmin de\u011fi\u015fkeni 2].<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u2026<\/span><\/p>\n<\/blockquote>\n<p> <span style=\"color: #000000;\">Bu temel s\u00f6z dizimini, olas\u0131l\u0131k oranlar\u0131n\u0131 ve modeldeki her \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fkenin olas\u0131l\u0131k oranlar\u0131na kar\u015f\u0131l\u0131k gelen %95 g\u00fcven aral\u0131\u011f\u0131n\u0131 raporlamak i\u00e7in kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnek, lojistik regresyon modelinin sonu\u00e7lar\u0131n\u0131n pratikte nas\u0131l raporlanaca\u011f\u0131n\u0131 g\u00f6stermektedir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek: Lojistik Regresyon Sonu\u00e7lar\u0131n\u0131n Raporlanmas\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bir profes\u00f6r\u00fcn iki farkl\u0131 \u00e7al\u0131\u015fma program\u0131n\u0131n (Program A ve Program B) ve \u00e7al\u0131\u015f\u0131lan saat say\u0131s\u0131n\u0131n bir \u00f6\u011frencinin s\u0131n\u0131f\u0131n\u0131n final s\u0131nav\u0131n\u0131 ge\u00e7me olas\u0131l\u0131\u011f\u0131n\u0131 etkileyip etkilemedi\u011fini anlamak istedi\u011fini varsayal\u0131m.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Tahmin edici de\u011fi\u015fkenler olarak \u00e7al\u0131\u015fma saatlerini ve \u00e7al\u0131\u015fma program\u0131n\u0131 ve yan\u0131t de\u011fi\u015fkeni olarak s\u0131nav sonucunu (ge\u00e7me veya kalma) kullanan bir lojistik regresyon modeline uyar.<\/span><\/p>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00e7\u0131kt\u0131 lojistik regresyon modelinin sonu\u00e7lar\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong>Coefficients:\n            Estimate Std. Error z value Pr(&gt;|z|)    \n(Intercept) -2.415 0.623 -3.876 &lt;0.000\nprogram_A 0.344 0.156 2.205 0.027\nhours 0.006 0.002 3.000 0.003\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Lojistik regresyon modelinin sonu\u00e7lar\u0131n\u0131 raporlamadan \u00f6nce, e <sup>\u03b2<\/sup> form\u00fcl\u00fcn\u00fc kullanarak her bir yorday\u0131c\u0131 de\u011fi\u015fken i\u00e7in olas\u0131l\u0131k oran\u0131n\u0131 hesaplamal\u0131y\u0131z.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, her \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken i\u00e7in olas\u0131l\u0131k oran\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131 a\u015fa\u011f\u0131da a\u00e7\u0131klanm\u0131\u015ft\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Program olas\u0131l\u0131k oran\u0131: e <sup>0,344<\/sup> = 1,41<\/span><\/li>\n<li> <span style=\"color: #000000;\">Saatin oran oran\u0131: e <sup>0,006<\/sup> = 1,006<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Ayr\u0131ca e <sup>(\u03b2 +\/- 1,96*standart hata)<\/sup> form\u00fcl\u00fcn\u00fc kullanarak her tahmin edici de\u011fi\u015fkenin olas\u0131l\u0131k oran\u0131 i\u00e7in %95 g\u00fcven aral\u0131\u011f\u0131n\u0131 hesaplamam\u0131z gerekir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, her \u00f6ng\u00f6r\u00fcc\u00fc de\u011fi\u015fken i\u00e7in olas\u0131l\u0131k oran\u0131n\u0131n nas\u0131l hesaplanaca\u011f\u0131 a\u015fa\u011f\u0131da a\u00e7\u0131klanm\u0131\u015ft\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">Program olas\u0131l\u0131k oran\u0131 i\u00e7in %95 GA: e <sup>0,344 +\/- 1,96*0,156<\/sup> = [1,04, 1,92]<\/span><\/li>\n<li> <span style=\"color: #000000;\">Saatlik olas\u0131l\u0131k oran\u0131 i\u00e7in %95 GA: e <sup>0,006 +\/- 1,96*0,002<\/sup> = [1,002, 1,009]<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Art\u0131k her bir yorday\u0131c\u0131 de\u011fi\u015fken i\u00e7in olas\u0131l\u0131k oran\u0131n\u0131 ve kar\u015f\u0131l\u0131k gelen g\u00fcven aral\u0131\u011f\u0131n\u0131 hesaplad\u0131\u011f\u0131m\u0131za g\u00f6re, model sonu\u00e7lar\u0131n\u0131 a\u015fa\u011f\u0131daki gibi raporlayabiliriz:<\/span><\/p>\n<blockquote>\n<p> <span style=\"color: #000000;\">Final s\u0131nav\u0131n\u0131 ge\u00e7me olas\u0131l\u0131\u011f\u0131 \u00fczerinde m\u00fcfredat ile \u00e7al\u0131\u015f\u0131lan saat aras\u0131ndaki ili\u015fkiyi analiz etmek i\u00e7in lojistik regresyon kullan\u0131ld\u0131.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00c7al\u0131\u015fma saati say\u0131s\u0131 sabit tutuldu\u011funda, final s\u0131nav\u0131n\u0131 ge\u00e7me \u015fans\u0131n\u0131n, \u00e7al\u0131\u015fma program\u0131 A&#8217;ya kar\u015f\u0131 \u00e7al\u0131\u015fma program\u0131 B&#8217;yi kullanan \u00f6\u011frenciler i\u00e7in %41 (%95 GA [0,04, 0,92]) artt\u0131\u011f\u0131 bulunmu\u015ftur.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Ayr\u0131ca \u00e7al\u0131\u015fma program\u0131 sabit tutuldu\u011funda, final s\u0131nav\u0131n\u0131 ge\u00e7me ihtimalinin \u00e7al\u0131\u015f\u0131lan her ek saat i\u00e7in %0,6 (%95 GA [0,002, 0,009]) artt\u0131\u011f\u0131 da bulunmu\u015ftur.<\/span><\/p>\n<\/blockquote>\n<p> <span style=\"color: #000000;\">Olas\u0131l\u0131k oranlar\u0131n\u0131n yorumlanmas\u0131 ve anla\u015f\u0131lmas\u0131 daha kolay oldu\u011fundan, tahmin edici de\u011fi\u015fkenler i\u00e7in model beta de\u011ferleri yerine olas\u0131l\u0131k oranlar\u0131n\u0131 rapor etti\u011fimizi unutmay\u0131n.<\/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\u011fitimler lojistik regresyon hakk\u0131nda ek bilgi sa\u011flar:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-1\/\" target=\"_blank\" rel=\"noopener\">Lojistik Regresyona Giri\u015f<\/a><br \/> R&#8217;de lojistik regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<br \/> <a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-pitonu\/\" target=\"_blank\" rel=\"noopener\">Python&#8217;da Lojistik Regresyon Nas\u0131l Ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-gercek-ornekleri\/\" target=\"_blank\" rel=\"noopener\">Lojistik Regresyonun Ger\u00e7ek Hayatta Kullan\u0131m\u0131na \u0130li\u015fkin 4 \u00d6rnek<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Lojistik regresyon, yan\u0131t de\u011fi\u015fkeni ikili oldu\u011funda kulland\u0131\u011f\u0131m\u0131z bir regresyon analizi t\u00fcr\u00fcd\u00fcr. Lojistik regresyon modelinin sonu\u00e7lar\u0131n\u0131 raporlamak i\u00e7in a\u015fa\u011f\u0131daki genel format\u0131 kullanabiliriz: [Yorday\u0131c\u0131 de\u011fi\u015fken 1], [yorday\u0131c\u0131 de\u011fi\u015fken 2],\u2026[yorday\u0131c\u0131 de\u011fi\u015fken n ] ve [yan\u0131t de\u011fi\u015fkeni] aras\u0131ndaki ili\u015fkiyi analiz etmek i\u00e7in lojistik regresyon kullan\u0131ld\u0131. Di\u011fer t\u00fcm yorday\u0131c\u0131 de\u011fi\u015fkenler sabit tutuldu\u011funda, bir birimlik art\u0131\u015f i\u00e7in [yan\u0131t de\u011fi\u015fkeninin] ortaya \u00e7\u0131kma [&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-2180","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: Lojistik Regresyon Sonu\u00e7lar\u0131 Nas\u0131l Raporlan\u0131r - Statorials<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde lojistik regresyon sonu\u00e7lar\u0131n\u0131n nas\u0131l raporlanaca\u011f\u0131 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\/lojistik-regresyon-sonuclari-nasil-raporlanir\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Tam K\u0131lavuz: Lojistik Regresyon Sonu\u00e7lar\u0131 Nas\u0131l Raporlan\u0131r - 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