{"id":2163,"date":"2023-07-23T10:30:09","date_gmt":"2023-07-23T10:30:09","guid":{"rendered":"https:\/\/statorials.org\/ar\/%d8%af%d8%b1%d8%ac%d8%a9-f1-%d9%81%d9%8a-%d8%b5\/"},"modified":"2023-07-23T10:30:09","modified_gmt":"2023-07-23T10:30:09","slug":"%d8%af%d8%b1%d8%ac%d8%a9-f1-%d9%81%d9%8a-%d8%b5","status":"publish","type":"post","link":"https:\/\/statorials.org\/ar\/%d8%af%d8%b1%d8%ac%d8%a9-f1-%d9%81%d9%8a-%d8%b5\/","title":{"rendered":"\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 f1 \u0641\u064a r (\u0645\u0639 \u0645\u062b\u0627\u0644)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p style=\";text-align:right;direction:rtl\"><span style=\"color: #000000;\">\u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 <a href=\"https:\/\/statorials.org\/ar\/\u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631-\u0645\u0642\u0627\u0628\u0644-\u0627\u0644\u062a\u0635\u0646\u064a\u0641\/\" target=\"_blank\" rel=\"noopener\">\u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641<\/a> \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0634\u0627\u0626\u0639 \u0627\u0644\u0630\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647 \u0644\u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 <strong>\u062f\u0631\u062c\u0629 F1<\/strong> .<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0646\u062a\u064a\u062c\u0629 F1<\/strong> = 2 * (\u0627\u0644\u062f\u0642\u0629 * \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621) \/ (\u0627\u0644\u062f\u0642\u0629 + \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621)<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0630\u0647\u0628:<\/span><\/p>\n<ul style=\";text-align:right;direction:rtl\">\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0627\u0644\u062f\u0642\u0629<\/strong> : \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629<\/span><\/li>\n<li style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u062a\u0630\u0643\u064a\u0631<\/strong> : \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u062c\u0645\u0648\u0639 \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0627\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u0629<\/span><\/li>\n<\/ul>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0644\u0646\u0641\u062a\u0631\u0636 \u0623\u0646\u0646\u0627 \u0646\u0633\u062a\u062e\u062f\u0645 \u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0644\u0644\u062a\u0646\u0628\u0624 \u0628\u0645\u0627 \u0625\u0630\u0627 \u0643\u0627\u0646 \u0633\u064a\u062a\u0645 \u0636\u0645 400 \u0644\u0627\u0639\u0628 \u0643\u0631\u0629 \u0633\u0644\u0629 \u062c\u0627\u0645\u0639\u064a \u0645\u062e\u062a\u0644\u0641 \u0625\u0644\u0649 \u0627\u0644\u062f\u0648\u0631\u064a \u0627\u0644\u0627\u0645\u064a\u0631\u0643\u064a \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0623\u0645 \u0644\u0627.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u062a\u0644\u062e\u0635 \u0645\u0635\u0641\u0648\u0641\u0629 \u0627\u0644\u0627\u0631\u062a\u0628\u0627\u0643 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u062a\u064a \u0642\u062f\u0645\u0647\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c:<\/span> <\/p>\n<p style=\";text-align:right;direction:rtl\"><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20021 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/\u1405-\u1405-\u1405.png\" alt=\"\" width=\"449\" height=\"148\" srcset=\"\" sizes=\"\"><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 F1 \u0644\u0644\u0646\u0645\u0648\u0630\u062c:<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0644\u062f\u0642\u0629 = \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 \/ (\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u062d\u0642\u064a\u0642\u064a\u0629 + \u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0643\u0627\u0630\u0628\u0629) = 120\/ (120+70) = <strong>0.63157<\/strong><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621 = \u0625\u064a\u062c\u0627\u0628\u064a \u062d\u0642\u064a\u0642\u064a \/ (\u0625\u064a\u062c\u0627\u0628\u064a \u062d\u0642\u064a\u0642\u064a + \u0633\u0644\u0628\u064a \u0643\u0627\u0630\u0628) = 120 \/ (120+40) = <strong>0.75<\/strong><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0646\u062a\u064a\u062c\u0629 F1 = 2 * (.63157 * .75) \/ (.63157 + .75) = . <strong>6857<\/strong><\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u0645\u062b\u0627\u0644 \u0627\u0644\u062a\u0627\u0644\u064a \u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 F1 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062f\u0642\u064a\u0642 \u0641\u064a R.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u062b\u0627\u0644: \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 F1 \u0641\u064a R<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u064a\u0648\u0636\u062d \u0627\u0644\u062a\u0639\u0644\u064a\u0645\u0629 \u0627\u0644\u0628\u0631\u0645\u062c\u064a\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0643\u064a\u0641\u064a\u0629 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062f\u0627\u0644\u0629 <strong>fusionMatrix()<\/strong> \u0645\u0646 \u062d\u0632\u0645\u0629 <strong>\u0639\u0644\u0627\u0645\u0629 \u0627\u0644\u0625\u0642\u062d\u0627\u0645<\/strong> \u0641\u064a R \u0644\u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 F1 (\u0648\u0627\u0644\u0645\u0642\u0627\u064a\u064a\u0633 \u0627\u0644\u0623\u062e\u0631\u0649) \u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0646\u062d\u062f\u0627\u0631 \u0644\u0648\u062c\u0633\u062a\u064a \u0645\u062d\u062f\u062f:<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #ff0000;\">library<\/span> (caret)\n\n<span style=\"color: #008080;\">#define vectors of actual values and predicted values\n<\/span>actual &lt;- factor(rep(c(1, 0), times=c(160, 240)))\npred &lt;- factor(rep(c(1, 0, 1, 0), times=c(120, 40, 70, 170)))\n\n<span style=\"color: #008080;\">#create confusion matrix and calculate metrics related to confusion matrix\n<\/span>confusionMatrix(pred, actual, mode = \" <span style=\"color: #ff0000;\">everything<\/span> \", positive=\" <span style=\"color: #ff0000;\">1<\/span> \")\n\n          Reference\nPrediction 0 1\n         0 170 40\n         1 70 120\n                                          \n               Accuracy: 0.725           \n                 95% CI: (0.6784, 0.7682)\n    No Information Rate: 0.6             \n    P-Value [Acc &gt; NIR]: 1.176e-07       \n                                          \n                  Kappa: 0.4444          \n                                          \n Mcnemar's Test P-Value: 0.005692        \n                                          \n            Sensitivity: 0.7500          \n            Specificity: 0.7083          \n         Pos Pred Value: 0.6316          \n         Neg Pred Value: 0.8095          \n              Accuracy: 0.6316          \n                 Recall: 0.7500          \n                     F1: 0.6857          \n             Prevalence: 0.4000          \n         Detection Rate: 0.3000          \n   Detection Prevalence: 0.4750          \n      Balanced Accuracy: 0.7292          \n                                          \n       'Positive' Class: 1<\/strong><\/pre>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0646\u0631\u0649 \u0623\u0646 \u0646\u062a\u064a\u062c\u0629 F1 \u0647\u064a <strong>0.6857<\/strong> . \u0648\u0647\u0630\u0627 \u064a\u0637\u0627\u0628\u0642 \u0627\u0644\u0642\u064a\u0645\u0629 \u0627\u0644\u062a\u064a \u062d\u0633\u0628\u0646\u0627\u0647\u0627 \u064a\u062f\u0648\u064a\u064b\u0627 \u0633\u0627\u0628\u0642\u064b\u0627.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0644\u0627\u062d\u0638\u0629<\/strong> : \u0646\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062a\u062d\u062f\u064a\u062f <strong>\u0627\u0644\u0648\u0636\u0639 = &#8220;\u0643\u0644 \u0634\u064a\u0621&#8221;<\/strong> \u062d\u062a\u0649 \u064a\u062a\u0645 \u0639\u0631\u0636 \u0646\u062a\u064a\u062c\u0629 F1 \u0641\u064a \u0627\u0644\u0625\u062e\u0631\u0627\u062c.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0625\u0630\u0627 \u0643\u0646\u062a \u062a\u0633\u062a\u062e\u062f\u0645 \u062f\u0631\u062c\u0629 F1 \u0644\u0645\u0642\u0627\u0631\u0646\u0629 \u0646\u0645\u0627\u0630\u062c \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0641\u0625\u0646 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u062d\u0627\u0635\u0644 \u0639\u0644\u0649 \u0623\u0639\u0644\u0649 \u062f\u0631\u062c\u0629 F1 \u064a\u0645\u062b\u0644 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0627\u0644\u0623\u0641\u0636\u0644 \u0642\u062f\u0631\u0629 \u0639\u0644\u0649 \u062a\u0635\u0646\u064a\u0641 \u0627\u0644\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0625\u0644\u0649 \u0641\u0626\u0627\u062a.<\/span><\/p>\n<p style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\">\u0639\u0644\u0649 \u0633\u0628\u064a\u0644 \u0627\u0644\u0645\u062b\u0627\u0644\u060c \u0625\u0630\u0627 \u0642\u0645\u062a \u0628\u0645\u0644\u0627\u0621\u0645\u0629 \u0646\u0645\u0648\u0630\u062c \u0627\u0646\u062d\u062f\u0627\u0631 \u0644\u0648\u062c\u0633\u062a\u064a \u0622\u062e\u0631 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0643\u0627\u0646 \u0644\u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u062f\u0631\u062c\u0629 F1 \u062a\u0628\u0644\u063a 0.85\u060c \u0641\u0633\u064a\u062a\u0645 \u0627\u0639\u062a\u0628\u0627\u0631 \u0647\u0630\u0627 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0623\u0641\u0636\u0644 \u0644\u0623\u0646\u0647 \u062d\u0635\u0644 \u0639\u0644\u0649 \u062f\u0631\u062c\u0629 F1 \u0623\u0639\u0644\u0649.<\/span><\/p>\n<h3 style=\";text-align:right;direction:rtl\"> <span style=\"color: #000000;\"><strong>\u0645\u0635\u0627\u062f\u0631 \u0625\u0636\u0627\u0641\u064a\u0629<\/strong><\/span><\/h3>\n<p style=\";text-align:right;direction:rtl\"> \u0643\u064a\u0641\u064a\u0629 \u0625\u062c\u0631\u0627\u0621 \u0627\u0644\u0627\u0646\u062d\u062f\u0627\u0631 \u0627\u0644\u0644\u0648\u062c\u0633\u062a\u064a \u0641\u064a R<br \/> <a href=\"https:\/\/statorials.org\/ar\/\u0646\u062a\u064a\u062c\u0629-f1-\u0645\u0642\u0627\u0628\u0644-\u0627\u0644\u062f\u0642\u0629\/\" target=\"_blank\" rel=\"noopener\">\u0646\u0642\u0627\u0637 F1 \u0645\u0642\u0627\u0628\u0644 \u0627\u0644\u062f\u0642\u0629: \u0645\u0627 \u0627\u0644\u0630\u064a \u064a\u062c\u0628 \u0639\u0644\u064a\u0643 \u0627\u0633\u062a\u062e\u062f\u0627\u0645\u0647\u061f<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0639\u0646\u062f \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0635\u0646\u064a\u0641 \u0641\u064a \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a\u060c \u0641\u0625\u0646 \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0627\u0644\u0634\u0627\u0626\u0639 \u0627\u0644\u0630\u064a \u0646\u0633\u062a\u062e\u062f\u0645\u0647 \u0644\u062a\u0642\u064a\u064a\u0645 \u062c\u0648\u062f\u0629 \u0627\u0644\u0646\u0645\u0648\u0630\u062c \u0647\u0648 \u062f\u0631\u062c\u0629 F1 . \u064a\u062a\u0645 \u062d\u0633\u0627\u0628 \u0647\u0630\u0627 \u0627\u0644\u0645\u0642\u064a\u0627\u0633 \u0639\u0644\u0649 \u0627\u0644\u0646\u062d\u0648 \u0627\u0644\u062a\u0627\u0644\u064a: \u0646\u062a\u064a\u062c\u0629 F1 = 2 * (\u0627\u0644\u062f\u0642\u0629 * \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621) \/ (\u0627\u0644\u062f\u0642\u0629 + \u0627\u0644\u0627\u0633\u062a\u062f\u0639\u0627\u0621) \u0630\u0647\u0628: \u0627\u0644\u062f\u0642\u0629 : \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u062a\u0646\u0628\u0624\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u0625\u062c\u0645\u0627\u0644\u064a \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u062a\u0630\u0643\u064a\u0631 : \u062a\u0635\u062d\u064a\u062d \u0627\u0644\u062a\u0648\u0642\u0639\u0627\u062a \u0627\u0644\u0625\u064a\u062c\u0627\u0628\u064a\u0629 \u0645\u0642\u0627\u0628\u0644 \u0645\u062c\u0645\u0648\u0639 [&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":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0643\u064a\u0641\u064a\u0629 \u062d\u0633\u0627\u0628 \u062f\u0631\u062c\u0629 F1 \u0641\u064a R (\u0645\u0639 \u0645\u062b\u0627\u0644) - \u0627\u0644\u0625\u062d\u0635\u0627\u0626\u064a\u0627\u062a<\/title>\n<meta name=\"description\" content=\"\u064a\u0634\u0631\u062d \u0647\u0630\u0627 \u0627\u0644\u0628\u0631\u0646\u0627\u0645\u062c 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