{"id":4266,"date":"2023-07-12T10:22:19","date_gmt":"2023-07-12T10:22:19","guid":{"rendered":"https:\/\/statorials.org\/tr\/tahmin-ediyorum\/"},"modified":"2023-07-12T10:22:19","modified_gmt":"2023-07-12T10:22:19","slug":"tahmin-ediyorum","status":"publish","type":"post","link":"https:\/\/statorials.org\/tr\/tahmin-ediyorum\/","title":{"rendered":"R&#39;de predict() i\u015flevi lm() ile nas\u0131l kullan\u0131l\u0131r?"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\">R&#8217;deki <strong>lm()<\/strong> i\u015flevi do\u011frusal regresyon modellerine uymak i\u00e7in kullan\u0131labilir.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Bir model yerle\u015ftirdikten sonra, yeni bir <a href=\"https:\/\/statorials.org\/tr\/istatistikte-gozlem\/\" target=\"_blank\" rel=\"noopener\">g\u00f6zlemin<\/a> 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;de do\u011frusal bir regresyon modeline uyum sa\u011flamak i\u00e7in <strong>lm()<\/strong> i\u015flevinin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 ve ard\u0131ndan modelin daha \u00f6nce hi\u00e7 g\u00f6rmedi\u011fi yeni bir g\u00f6zlemin yan\u0131t de\u011ferini tahmin etmek i\u00e7in <strong>tahmin()<\/strong> i\u015flevinin nas\u0131l kullan\u0131laca\u011f\u0131n\u0131 g\u00f6sterir.<\/span><\/p>\n<h2> <span style=\"color: #000000;\"><strong>\u00d6rnek: R&#8217;de Predict() i\u015flevini lm() ile kullanma<\/strong><\/span><\/h2>\n<p> <span style=\"color: #000000;\">R&#8217;de \u00e7e\u015fitli basketbol oyuncular\u0131 hakk\u0131nda bilgi i\u00e7eren a\u015fa\u011f\u0131daki veri \u00e7er\u00e7evesine sahip oldu\u011fumuzu varsayal\u0131m:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#create data frame\n<\/span>df &lt;- data. <span style=\"color: #3366ff;\">frame<\/span> (minutes=c(5, 10, 13, 14, 20, 22, 26, 34, 38, 40),\n                 fouls=c(5, 5, 3, 4, 2, 1, 3, 2, 1, 1),\n                 points=c(6, 8, 8, 7, 14, 10, 22, 24, 28, 30))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>df\n\n   minutes fouls points\n1 5 5 6\n2 10 5 8\n3 13 3 8\n4 14 4 7\n5 20 2 14\n6 22 1 10\n7 26 3 22\n8 34 2 24\n9 38 1 28\n10 40 1 30\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Her oyuncunun att\u0131\u011f\u0131 say\u0131y\u0131 tahmin etmek i\u00e7in oynanan dakikalar\u0131 ve toplam faulleri kullanarak a\u015fa\u011f\u0131daki <a href=\"https:\/\/statorials.org\/tr\/coklu-dogrusal-regresyon\/\" target=\"_blank\" rel=\"noopener\">\u00e7oklu do\u011frusal regresyon modelini<\/a> uygulamak istedi\u011fimizi varsayal\u0131m:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>puan = \u03b2 <sub>0<\/sub> + \u03b2 <sub>1<\/sub> (dakika) + \u03b2 <sub>2<\/sub> (faul)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\"><span style=\"color: #000000;\">Bu modeli uyarlamak i\u00e7in <strong>lm()<\/strong> fonksiyonunu kullanabiliriz:<\/span><\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\">#fit multiple linear regression model\n<\/span>fit &lt;- lm(points ~ minutes + fouls, data=df)\n\n<span style=\"color: #008080;\">#view summary of model\n<\/span>summary(fit)\n\nCall:\nlm(formula = points ~ minutes + fouls, data = df)\n\nResiduals:\n    Min 1Q Median 3Q Max \n-3.5241 -1.4782 0.5918 1.6073 2.0889 \n\nCoefficients:\n            Estimate Std. Error t value Pr(&gt;|t|)    \n(Intercept) -11.8949 4.5375 -2.621 0.0343 *  \nminutes 0.9774 0.1086 9.000 4.26e-05 ***\nfouls 2.1838 0.8398 2.600 0.0354 *  \n---\nSignificant. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1\n\nResidual standard error: 2.148 on 7 degrees of freedom\nMultiple R-squared: 0.959, Adjusted R-squared: 0.9473 \nF-statistic: 81.93 on 2 and 7 DF, p-value: 1.392e-05\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Model sonu\u00e7lar\u0131ndan elde edilen katsay\u0131lar\u0131 kullanarak uygun regresyon denklemini yazabiliriz:<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>puan = -11,8949 + 0,9774 (dakika) + 2,1838 (faul)<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Daha sonra, 15 dakika boyunca oynayan ve toplamda 3 faul yapan bir oyuncunun ka\u00e7 puan alaca\u011f\u0131n\u0131 tahmin etmek i\u00e7in <strong>tahmin()<\/strong> fonksiyonunu 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> (minutes=15, fouls=3)\n<\/span>\n#use model to predict points value\n<span style=\"color: #000000;\">predict(fit, newdata)\n\n       1 \n9.317731\n<\/span><\/span><\/strong><\/pre>\n<p> <span style=\"color: #000000;\">Model, bu oyuncunun <strong>9,317731<\/strong> puan alaca\u011f\u0131n\u0131 \u00f6ng\u00f6r\u00fcyor.<\/span><\/p>\n<p> <span style=\"color: #000000;\">Birden fazla yeni g\u00f6zlem i\u00e7eren bir veri \u00e7er\u00e7evemiz 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 oyuncunun puan de\u011ferlerini tahmin etmek i\u00e7in uygun regresyon modelinin 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> (minutes=c(15, 20, 25),\n                     fouls=c(3, 2, 1))\n\n<span style=\"color: #008080;\">#view data frame\n<\/span>newdata\n\n  minutes fouls\n1 15 3\n2 20 2\n3 25 1\n<\/span>\n#use model to predict points for all three players\n<span style=\"color: #000000;\">predict(model, newdata)\n\n        1 2 3 \n 9.317731 12.021032 14.724334 \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;\">15 dakika 3 faulle oynayan oyuncunun beklenen puan\u0131 <strong>9,32<\/strong> oldu.<\/span><\/li>\n<li> <span style=\"color: #000000;\">20 dakika 2 faulle oynayan oyuncunun beklenen puan\u0131 <strong>12.02<\/strong> oldu.<\/span><\/li>\n<li> <span style=\"color: #000000;\">25 dakika ve 1 faulle oynayan oyuncunun beklenen puan\u0131 <strong>14.72<\/strong> .<\/span><\/li>\n<\/ul>\n<h2> <span style=\"color: #000000;\"><strong>tahmin() kullan\u0131m\u0131na ili\u015fkin notlar<\/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>dakika<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>hatalar<\/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>dakika<\/strong><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>hatalar<\/strong><\/span><\/li>\n<\/ul>\n<p> <span style=\"color: #000000;\">S\u00fctun adlar\u0131 e\u015fle\u015fmiyorsa a\u015fa\u011f\u0131daki <a href=\"https:\/\/statorials.org\/tr\/evalpredvars-veri-env-nesnesinde-hata-bulunamadi\/\" target=\"_blank\" rel=\"noopener\">hata iletisini<\/a> al\u0131rs\u0131n\u0131z:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\">Error in eval(predvars, data, env)<\/span><\/span><\/strong><\/pre>\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 lm() i\u015flevi do\u011frusal regresyon modellerine uymak i\u00e7in kullan\u0131labilir. 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 model ayarlamas\u0131n\u0131n ad\u0131 newdata: Tahminlerde bulunulacak yeni veri \u00e7er\u00e7evesinin ad\u0131 type: Yap\u0131lacak tahminin t\u00fcr\u00fc. A\u015fa\u011f\u0131daki \u00f6rnek, [&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-4266","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 - Statorials&#039;ta Predict() i\u015flevi lm() ile nas\u0131l kullan\u0131l\u0131r?<\/title>\n<meta name=\"description\" content=\"Bu e\u011fitimde, uygun bir regresyon modeli kullanarak yeni bir g\u00f6zlemin de\u011ferlerini tahmin etmek i\u00e7in R&#039;deki tahmin() fonksiyonunun nas\u0131l kullan\u0131laca\u011f\u0131 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\/tahmin-ediyorum\/\" \/>\n<meta property=\"og:locale\" content=\"tr_TR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R - 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