{"id":1546,"date":"2023-07-25T22:52:47","date_gmt":"2023-07-25T22:52:47","guid":{"rendered":"https:\/\/statorials.org\/tr\/r-glm-tahmin\/"},"modified":"2023-07-25T22:52:47","modified_gmt":"2023-07-25T22:52:47","slug":"r-glm-tahmin","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/r-glm-tahmin\/","title":{"rendered":"R&#39;de glm ile tahmin fonksiyonu nas\u0131l kullan\u0131l\u0131r (\u00f6rneklerle)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">R&#8217;deki <strong>glm()<\/strong> i\u015flevi genelle\u015ftirilmi\u015f do\u011frusal modellere uymak i\u00e7in kullan\u0131labilir.<\/span> <span style=\"color: #000000;\">Bu \u00f6zellik \u00f6zellikle <a href=\"https:\/\/statorials.org\/tr\/lojistik-regresyon-1\/\" target=\"_blank\" rel=\"noopener\">lojistik regresyon modellerinin<\/a> , <a href=\"https:\/\/statorials.org\/tr\/balik-regresyonu\/\" target=\"_blank\" rel=\"noopener\">Poisson regresyon modellerinin<\/a> ve di\u011fer karma\u015f\u0131k modellerin yerle\u015ftirilmesinde kullan\u0131\u015fl\u0131d\u0131r.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir model yerle\u015ftirdikten sonra, yeni bir g\u00f6zlemin yan\u0131t de\u011ferini tahmin etmek i\u00e7in <strong>tahmin()<\/strong> fonksiyonunu kullanabiliriz.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bu i\u015flev a\u015fa\u011f\u0131daki s\u00f6zdizimini kullan\u0131r:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>tahmin(nesne, yeniveri, t\u00fcr = \u201cyan\u0131t\u201d)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Alt\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>nesne:<\/strong> glm() i\u015flevini kullanan model ayarlamas\u0131n\u0131n ad\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>newdata:<\/strong> Tahminlerde bulunulacak yeni veri \u00e7er\u00e7evesinin ad\u0131<\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>type:<\/strong> Yap\u0131lacak tahminin t\u00fcr\u00fc.<\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">A\u015fa\u011f\u0131daki \u00f6rnek, R&#8217;ye genelle\u015ftirilmi\u015f bir do\u011frusal modelin nas\u0131l s\u0131\u011fd\u0131r\u0131laca\u011f\u0131n\u0131 ve daha sonra modelin, daha \u00f6nce hi\u00e7 g\u00f6rmedi\u011fi yeni bir g\u00f6zlemin yan\u0131t de\u011ferini tahmin etmek i\u00e7in nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h3> <span style=\"color: #000000;\"><strong>\u00d6rnek: Tahmin fonksiyonunun R&#8217;de glm ile kullan\u0131lmas\u0131<\/strong><\/span><\/h3>\n<p> <span style=\"color: #000000;\">Bu \u00f6rnek i\u00e7in <strong>mtcars<\/strong> ad\u0131 verilen yerle\u015fik R veri k\u00fcmesini kullanaca\u011f\u0131z:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#view first six rows of <em>mtcars<\/em> data frame<\/span>\nhead(mtcars)\n\n                   mpg cyl disp hp drat wt qsec vs am gear carb\nMazda RX4 21.0 6 160 110 3.90 2.620 16.46 0 1 4 4\nMazda RX4 Wag 21.0 6 160 110 3.90 2.875 17.02 0 1 4 4\nDatsun 710 22.8 4 108 93 3.85 2.320 18.61 1 1 4 1\nHornet 4 Drive 21.4 6 258 110 3.08 3.215 19.44 1 0 3 1\nHornet Sportabout 18.7 8 360 175 3.15 3.440 17.02 0 0 3 2\nValiant 18.1 6 225 105 2.76 3,460 20.22 1 0 3 1<\/strong><\/pre>\n<p> <span style=\"color: #000000;\"><strong>Am<\/strong> tepki de\u011fi\u015fkenini (arac\u0131n \u015fanz\u0131man tipi: 0 = otomatik, 1 = manuel) tahmin etmek i\u00e7in <strong>disp<\/strong> ve <strong>hp<\/strong> de\u011fi\u015fkenlerini kulland\u0131\u011f\u0131m\u0131z a\u015fa\u011f\u0131daki lojistik regresyon modelini uygulayaca\u011f\u0131z.<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit logistic regression model<\/span>\nmodel &lt;- glm(am ~ disp + hp, data=mtcars, family=binomial)\n\n<span style=\"color: #008080;\">#view model summary\n<\/span>summary(model)\n\nCall:\nglm(formula = am ~ disp + hp, family = binomial, data = mtcars)\n\nDeviance Residuals: \n    Min 1Q Median 3Q Max  \n-1.9665 -0.3090 -0.0017 0.3934 1.3682  \n\nCoefficients:\n            Estimate Std. Error z value Pr(&gt;|z|)  \n(Intercept) 1.40342 1.36757 1.026 0.3048  \navailable -0.09518 0.04800 -1.983 0.0474 *\nhp 0.12170 0.06777 1.796 0.0725 .\n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\n(Dispersion parameter for binomial family taken to be 1)\n\n    Null deviance: 43,230 on 31 degrees of freedom\nResidual deviance: 16,713 on 29 degrees of freedom\nAIC: 22,713\n\nNumber of Fisher Scoring iterations: 8\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Daha sonra bu modeli, a\u015fa\u011f\u0131daki kodu kullanarak yeni bir araban\u0131n otomatik \u015fanz\u0131mana (am=0) veya manuel \u015fanz\u0131mana (am=1) sahip olma olas\u0131l\u0131\u011f\u0131n\u0131 tahmin etmek i\u00e7in kullanabiliriz:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define new observation\n<span style=\"color: #000000;\">newdata = data. <span style=\"color: #3366ff;\">frame<\/span> (disp=200, hp=100)\n<\/span>\n#use model to predict value of am\n<span style=\"color: #000000;\">predict(model, newdata, type=\" <span style=\"color: #008000;\">response<\/span> \")\n\n         1 \n0.00422564\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Model, yeni araban\u0131n manuel \u015fanz\u0131mana sahip olma olas\u0131l\u0131\u011f\u0131n\u0131n (am=1) <strong>0,004<\/strong> oldu\u011funu tahmin ediyor. Bu da yeni otomobilin otomatik \u015fanz\u0131manla gelme ihtimalinin \u00e7ok y\u00fcksek oldu\u011fu anlam\u0131na geliyor.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Birden fazla yeni araba i\u00e7eren bir veritaban\u0131m\u0131z varsa ayn\u0131 anda birden fazla tahminde bulunabilece\u011fimizi unutmay\u0131n.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6rne\u011fin, a\u015fa\u011f\u0131daki kod, \u00fc\u00e7 yeni araba i\u00e7in manuel \u015fanz\u0131man olas\u0131l\u0131\u011f\u0131n\u0131 tahmin etmek amac\u0131yla tak\u0131lan modelin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#define new data frame of three cars\n<span style=\"color: #000000;\">newdata = data. <span style=\"color: #3366ff;\">frame<\/span> (disp=c(200, 180, 160),\n                     hp=c(100, 90, 108))\n\n<span style=\"color: #008080;\">#view data frame<\/span>\nnewdata\n\n  hp disp\n1,200 100\n2 180 90\n3,160,108\n<\/span>\n#use model to predict value of <em>am<\/em> for all three cars\n<span style=\"color: #000000;\">predict(model, newdata, type=\" <span style=\"color: #008000;\">response<\/span> \")\n\n          1 2 3 \n0.004225640 0.008361069 0.335916069 \n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Sonucun nas\u0131l yorumlanaca\u011f\u0131 a\u015fa\u011f\u0131da a\u00e7\u0131klanm\u0131\u015ft\u0131r:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">1 numaral\u0131 araban\u0131n manuel \u015fanz\u0131mana sahip olma olas\u0131l\u0131\u011f\u0131 <strong>0,004&#8217;t\u00fcr<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">2 numaral\u0131 araban\u0131n manuel \u015fanz\u0131mana sahip olma olas\u0131l\u0131\u011f\u0131 <strong>0,008&#8217;dir<\/strong> .<\/span><\/li>\n<li> <span style=\"color: #000000;\">3 numaral\u0131 araban\u0131n manuel \u015fanz\u0131mana sahip olma olas\u0131l\u0131\u011f\u0131 <strong>0,336&#8217;d\u0131r<\/strong> .<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>Yorumlar<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">Yeni veri \u00e7er\u00e7evesindeki s\u00fctun adlar\u0131, modeli olu\u015fturmak i\u00e7in kullan\u0131lan veri \u00e7er\u00e7evesindeki s\u00fctun adlar\u0131yla tam olarak e\u015fle\u015fmelidir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">\u00d6nceki \u00f6rne\u011fimizde, modeli olu\u015fturmak i\u00e7in kulland\u0131\u011f\u0131m\u0131z veri \u00e7er\u00e7evesinin, tahmin de\u011fi\u015fkenlerimiz i\u00e7in a\u015fa\u011f\u0131daki s\u00fctun adlar\u0131n\u0131 i\u00e7erdi\u011fini unutmay\u0131n:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>g\u00f6r\u00fcnt\u00fclemek<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>HP<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">Dolay\u0131s\u0131yla, <strong>yeni veri ad\u0131 verilen yeni veri \u00e7er\u00e7evesini olu\u015fturdu\u011fumuzda,<\/strong> s\u00fctunlar\u0131 da adland\u0131rd\u0131\u011f\u0131m\u0131zdan emin olduk:<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>g\u00f6r\u00fcnt\u00fclemek<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>HP<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">S\u00fctun adlar\u0131 e\u015fle\u015fmiyorsa a\u015fa\u011f\u0131daki hata iletisini al\u0131rs\u0131n\u0131z:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>De\u011ferlendirmede hata (predvars, data, env)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>tahmin()<\/strong> i\u015flevini kullan\u0131rken bunu akl\u0131n\u0131zda bulundurun.<\/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\u011fitimlerde R&#8217;de di\u011fer ortak g\u00f6revlerin nas\u0131l ger\u00e7ekle\u015ftirilece\u011fi a\u00e7\u0131klanmaktad\u0131r:<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/tr\/rde-basit-dogrusal-regresyon\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de basit do\u011frusal regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/coklu-dogrusal-regresyon-r\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de \u00e7oklu do\u011frusal regresyon nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/polinom-regresyon-r\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de polinom regresyonu nas\u0131l ger\u00e7ekle\u015ftirilir<\/a><br \/> <a href=\"https:\/\/statorials.org\/tr\/tahmin-araligi-r\/\" target=\"_blank\" rel=\"noopener\">R&#8217;de bir tahmin aral\u0131\u011f\u0131 nas\u0131l olu\u015fturulur<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>R&#8217;deki glm() i\u015flevi genelle\u015ftirilmi\u015f do\u011frusal modellere uymak i\u00e7in kullan\u0131labilir. Bu \u00f6zellik \u00f6zellikle lojistik regresyon modellerinin , Poisson regresyon modellerinin ve di\u011fer karma\u015f\u0131k modellerin yerle\u015ftirilmesinde kullan\u0131\u015fl\u0131d\u0131r. Bir model yerle\u015ftirdikten sonra, yeni bir g\u00f6zlemin yan\u0131t de\u011ferini tahmin etmek i\u00e7in tahmin() fonksiyonunu kullanabiliriz. Bu i\u015flev a\u015fa\u011f\u0131daki s\u00f6zdizimini kullan\u0131r: tahmin(nesne, yeniveri, t\u00fcr = \u201cyan\u0131t\u201d) Alt\u0131n: nesne: glm() i\u015flevini kullanan [&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-1546","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>R&#039;de glm ile tahmin fonksiyonu nas\u0131l kullan\u0131l\u0131r (\u00f6rneklerle)<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde R&#039;de glm ile tahmin fonksiyonunun nas\u0131l kullan\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\/r-glm-tahmin\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R&#039;de glm ile tahmin fonksiyonu nas\u0131l kullan\u0131l\u0131r (\u00f6rneklerle)\" \/>\n<meta property=\"og:description\" content=\"Bu e\u011fitimde R&#039;de glm ile tahmin fonksiyonunun nas\u0131l kullan\u0131laca\u011f\u0131 birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/tr\/r-glm-tahmin\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-25T22:52:47+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=\"4 dakika\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/tr\/r-glm-tahmin\/\",\"url\":\"https:\/\/statorials.org\/tr\/r-glm-tahmin\/\",\"name\":\"R&#39;de glm ile tahmin fonksiyonu nas\u0131l kullan\u0131l\u0131r (\u00f6rneklerle)\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/tr\/#website\"},\"datePublished\":\"2023-07-25T22:52:47+00:00\",\"dateModified\":\"2023-07-25T22:52:47+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/tr\/#\/schema\/person\/365dc158a39a7c8ae256355451e3de48\"},\"description\":\"Bu e\u011fitimde R&#39;de glm ile tahmin fonksiyonunun nas\u0131l kullan\u0131laca\u011f\u0131 birka\u00e7 \u00f6rnekle a\u00e7\u0131klanmaktad\u0131r.\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/tr\/r-glm-tahmin\/#breadcrumb\"},\"inLanguage\":\"tr\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/tr\/r-glm-tahmin\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/tr\/r-glm-tahmin\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Ev\",\"item\":\"https:\/\/statorials.org\/tr\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"R&#39;de glm ile tahmin fonksiyonu nas\u0131l kullan\u0131l\u0131r (\u00f6rneklerle)\"}]},{\"@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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