{"id":627,"date":"2023-03-25T23:50:16","date_gmt":"2023-09-27T09:47:17","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/index.php\/2023\/11\/30\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/"},"modified":"2025-08-02T23:38:54","modified_gmt":"2025-08-02T15:38:54","slug":"%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/","title":{"rendered":"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a"},"content":{"rendered":"

\u5927\u5bb6\u597d\uff01\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4f1a\u8be6\u7ec6\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u91cd\u8981\u9519\u8bef\u6307\u6807\u2014\u2014\u5728R\u7f16\u7a0b\u4e2d\u7ed8\u5236ROC\u66f2\u7ebf\u3002<\/p>\n

\u597d\u7684\uff0c\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01<\/p>\n

\n

ROC\u66f2\u7ebf\u7684\u5fc5\u8981\u6027\u9519\u8bef\u6307\u6807\u4f7f\u6211\u4eec\u80fd\u591f\u8bc4\u4f30\u548c\u9a8c\u8bc1\u6a21\u578b\u5728\u7279\u5b9a\u6570\u636e\u96c6\u4e0a\u7684\u8fd0\u884c\u60c5\u51b5\u3002<\/p>\n

ROC\u56fe\u662f\u5176\u4e2d\u4e00\u79cd\u9519\u8bef\u6307\u6807\u3002<\/p>\n

ROC\u66f2\u7ebf\uff0c\u4e5f\u88ab\u79f0\u4e3aROC AUC\u66f2\u7ebf\uff0c\u662f\u4e00\u79cd\u5206\u7c7b\u9519\u8bef\u6307\u6807\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u8861\u91cf\u4e86\u5206\u7c7b\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u529f\u80fd\u548c\u7ed3\u679c\u3002<\/p>\n

\u51c6\u786e\u6765\u8bf4\uff0cROC\u66f2\u7ebf\u4ee3\u8868\u6570\u503c\u7684\u6982\u7387\u66f2\u7ebf\uff0c\u800cAUC\u5219\u662f\u4e0d\u540c\u6570\u503c\/\u6807\u7b7e\u7ec4\u4e4b\u95f4\u53ef\u5206\u6027\u7684\u5ea6\u91cf\u3002\u901a\u8fc7ROC AUC\u66f2\u7ebf\uff0c\u6211\u4eec\u53ef\u4ee5\u5206\u6790\u5e76\u5f97\u51fa\u7ed3\u8bba\uff0c\u6a21\u578b\u6839\u636e\u6807\u7b7e\u6b63\u786e\u5730\u5c06\u591a\u5c11\u6570\u503c\u8fdb\u884c\u4e86\u533a\u5206\u548c\u5206\u7c7b\u3002<\/p>\n

AUC\u503c\u8d8a\u9ad8\uff0c\u9884\u6d4b\u503c\u7684\u5206\u7c7b\u6548\u679c\u5c31\u8d8a\u597d\u3002<\/p>\n

\u4ee5\u4e00\u4e2a\u6a21\u578b\u6765\u9884\u6d4b\u548c\u5206\u7c7b\u629b\u786c\u5e01\u7684\u7ed3\u679c\u662f\u201c\u6b63\u9762\u201d\u8fd8\u662f\u201c\u53cd\u9762\u201d\u3002<\/p>\n

\u6240\u4ee5\uff0c\u5982\u679cAUC\u5206\u6570\u9ad8\uff0c\u8868\u793a\u8be5\u6a21\u578b\u80fd\u591f\u66f4\u6709\u6548\u5730\u5c06\u201c\u6b63\u9762\u201d\u5206\u7c7b\u4e3a\u201c\u6b63\u9762\u201d\u548c\u201c\u53cd\u9762\u201d\u5206\u7c7b\u4e3a\u201c\u53cd\u9762\u201d\u3002<\/p>\n

\u4ece\u6280\u672f\u89d2\u5ea6\u6765\u770b\uff0cROC\u66f2\u7ebf\u662f\u6839\u636e\u6a21\u578b\u7684\u771f\u6b63\u4f8b\u7387\u548c\u5047\u6b63\u4f8b\u7387\u7ed8\u5236\u7684\u3002<\/p>\n

\u8ba9\u6211\u4eec\u73b0\u5728\u8bd5\u7740\u5728\u63a5\u4e0b\u6765\u7684\u90e8\u5206\u4e2d\u5b9e\u73b0ROC\u66f2\u7ebf\u7684\u6982\u5ff5\u5427\uff01<\/p>\n

\n

\u65b9\u6cd5\u4e00\uff1a\u4f7f\u7528plot()\u51fd\u6570\u3002\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528ROC\u66f2\u7ebf\u6765\u8bc4\u4f30\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff0c\u5c31\u50cf\u4e4b\u524d\u8ba8\u8bba\u8fc7\u7684\u4e00\u6837\u3002\u56e0\u6b64\uff0c\u8ba9\u6211\u4eec\u5c1d\u8bd5\u5728\u903b\u8f91\u56de\u5f52\u6a21\u578b\u4e2d\u5b9e\u73b0ROC\u66f2\u7ebf\u7684\u6982\u5ff5\u3002<\/p>\n

\u8ba9\u6211\u4eec\u5f00\u59cb\u5427\uff01:)<\/p>\n

\u5728\u8fd9\u4e2a\u4f8b\u5b50\u4e2d\uff0c\u6211\u4eec\u5c06\u4f7f\u7528\u94f6\u884c\u8d37\u6b3e\u8fdd\u7ea6\u6570\u636e\u96c6\u8fdb\u884c\u903b\u8f91\u56de\u5f52\u5efa\u6a21\u3002\u6211\u4eec\u5c06\u4f7f\u7528\u6765\u81ea\u201cpROC\u201d\u5e93\u7684plot()\u51fd\u6570\u7ed8\u5236ROC\u66f2\u7ebf\u3002\u4f60\u53ef\u4ee5\u5728\u8fd9\u91cc\u627e\u5230\u6570\u636e\u96c6\uff01<\/p>\n

    \n
  1. \n
      \u6700\u521d\uff0c\u6211\u4eec\u4f7f\u7528read.csv()\u51fd\u6570\u5c06\u6570\u636e\u96c6\u52a0\u8f7d\u5230\u73af\u5883\u4e2d\u3002<\/ol>\n<\/li>\n<\/ol>\n

       <\/p>\n

        \n
      1. \n
          \u5728\u5efa\u6a21\u4e4b\u524d\uff0c\u6570\u636e\u96c6\u7684\u62c6\u5206\u662f\u4e00\u4e2a\u5173\u952e\u6b65\u9aa4\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u4f7f\u7528R\u6587\u6863\u4e2d\u7684createDataPartition()\u51fd\u6570\u5c06\u6570\u636e\u96c6\u5206\u4e3a\u8bad\u7ec3\u6570\u636e\u548c\u6d4b\u8bd5\u6570\u636e\u3002<\/ol>\n<\/li>\n<\/ol>\n

           <\/p>\n

            \n
          1. \n
              \u6211\u4eec\u8bbe\u7f6e\u4e86\u4e00\u4e9b\u9519\u8bef\u6307\u6807\u6765\u8bc4\u4f30\u6a21\u578b\u7684\u8fd0\u884c\u60c5\u51b5\uff0c\u5305\u62ec\u7cbe\u786e\u5ea6\u3001\u53ec\u56de\u7387\u3001\u51c6\u786e\u5ea6\u3001F1\u5206\u6570\u3001ROC\u66f2\u7ebf\u7b49\u3002<\/ol>\n<\/li>\n<\/ol>\n

               <\/p>\n

                \n
              1. \n
                  \u6700\u540e\uff0c\u6211\u4eec\u4f7f\u7528R\u7684glm()\u51fd\u6570\u5728\u6570\u636e\u96c6\u4e0a\u5e94\u7528\u903b\u8f91\u56de\u5f52\u3002\u7136\u540e\uff0c\u6211\u4eec\u4f7f\u7528predict()\u51fd\u6570\u5728\u6d4b\u8bd5\u6570\u636e\u4e0a\u6d4b\u8bd5\u6a21\u578b\u5e76\u83b7\u5f97\u9519\u8bef\u6307\u6807\u7684\u503c\u3002<\/ol>\n<\/li>\n<\/ol>\n

                   <\/p>\n

                    \u6700\u540e\uff0c\u6211\u4eec\u901a\u8fc7roc()\u65b9\u6cd5\u8ba1\u7b97\u6a21\u578b\u7684roc AUC\u5206\u6570\uff0c\u5e76\u4f7f\u7528’pROC’\u5e93\u4e2d\u53ef\u7528\u7684plot()\u51fd\u6570\u7ed8\u5236\u76f8\u5e94\u7684\u56fe\u5f62\u3002<\/ol>\n
                    rm(<\/span>list =<\/span> ls(<\/span>)<\/span>)<\/span>\r\n#Setting the working directory<\/span>\r\nsetwd(<\/span>\"D:\/Edwisor_Project - Loan_Defaulter\/\"<\/span>)<\/span>\r\ngetwd(<\/span>)<\/span>\r\n#Load the dataset<\/span>\r\ndta =<\/span> read.csv(<\/span>\"bank-loan.csv\"<\/span>,<\/span>header=<\/span>TRUE<\/span>)<\/span>\r\n\r\n### Data SAMPLING ####<\/span>\r\nlibrary(<\/span>caret)<\/span>\r\nset.seed(<\/span>101<\/span>)<\/span>\r\nsplit =<\/span> createDataPartition(<\/span>data$<\/span>default,<\/span> p =<\/span> 0.80<\/span>,<\/span> list =<\/span> FALSE<\/span>)<\/span>\r\ntrain_data =<\/span> data[<\/span>split,<\/span>]<\/span>\r\ntest_data =<\/span> data[<\/span>-<\/span>split,<\/span>]<\/span>\r\n\r\n#error metrics -- Confusion Matrix<\/span>\r\nerr_metric=<\/span>function<\/span>(<\/span>CM)<\/span>\r\n{<\/span>\r\n  TN =<\/span>CM[<\/span>1<\/span>,<\/span>1<\/span>]<\/span>\r\n  TP =<\/span>CM[<\/span>2<\/span>,<\/span>2<\/span>]<\/span>\r\n  FP =<\/span>CM[<\/span>1<\/span>,<\/span>2<\/span>]<\/span>\r\n  FN =<\/span>CM[<\/span>2<\/span>,<\/span>1<\/span>]<\/span>\r\n  precision =<\/span>(<\/span>TP)<\/span>\/<\/span>(<\/span>TP+<\/span>FP)<\/span>\r\n  recall_score =<\/span>(<\/span>FP)<\/span>\/<\/span>(<\/span>FP+<\/span>TN)<\/span>\r\n  f1_score=<\/span>2<\/span>*<\/span>(<\/span>(<\/span>precision*<\/span>recall_score)<\/span>\/<\/span>(<\/span>precision+<\/span>recall_score)<\/span>)<\/span>\r\n  accuracy_model  =<\/span>(<\/span>TP+<\/span>TN)<\/span>\/<\/span>(<\/span>TP+<\/span>TN+<\/span>FP+<\/span>FN)<\/span>\r\n  False_positive_rate =<\/span>(<\/span>FP)<\/span>\/<\/span>(<\/span>FP+<\/span>TN)<\/span>\r\n  False_negative_rate =<\/span>(<\/span>FN)<\/span>\/<\/span>(<\/span>FN+<\/span>TP)<\/span>\r\n  print(<\/span>paste(<\/span>\"Precision value of the model: \"<\/span>,<\/span>round(<\/span>precision,<\/span>2<\/span>)<\/span>)<\/span>)<\/span>\r\n  print(<\/span>paste(<\/span>\"Accuracy of the model: \"<\/span>,<\/span>round(<\/span>accuracy_model,<\/span>2<\/span>)<\/span>)<\/span>)<\/span>\r\n  print(<\/span>paste(<\/span>\"Recall value of the model: \"<\/span>,<\/span>round(<\/span>recall_score,<\/span>2<\/span>)<\/span>)<\/span>)<\/span>\r\n  print(<\/span>paste(<\/span>\"False Positive rate of the model: \"<\/span>,<\/span>round(<\/span>False_positive_rate,<\/span>2<\/span>)<\/span>)<\/span>)<\/span>\r\n  print(<\/span>paste(<\/span>\"False Negative rate of the model: \"<\/span>,<\/span>round(<\/span>False_negative_rate,<\/span>2<\/span>)<\/span>)<\/span>)<\/span>\r\n  print(<\/span>paste(<\/span>\"f1 score of the model: \"<\/span>,<\/span>round(<\/span>f1_score,<\/span>2<\/span>)<\/span>)<\/span>)<\/span>\r\n}<\/span>\r\n\r\n# 1. Logistic regression<\/span>\r\nlogit_m =<\/span>glm(<\/span>formula =<\/span> default~<\/span>. ,<\/span>data =<\/span>train_data ,<\/span>family=<\/span>'binomial'<\/span>)<\/span>\r\nsummary(<\/span>logit_m)<\/span>\r\nlogit_P =<\/span> predict(<\/span>logit_m ,<\/span> newdata =<\/span> test_data[<\/span>-<\/span>13<\/span>]<\/span> ,<\/span>type =<\/span> 'response'<\/span> )<\/span>\r\nlogit_P <-<\/span> ifelse(<\/span>logit_P ><\/span> 0.5<\/span>,<\/span>1<\/span>,<\/span>0<\/span>)<\/span> # Probability check<\/span>\r\nCM=<\/span> table(<\/span>test_data[<\/span>,<\/span>13<\/span>]<\/span> ,<\/span> logit_P)<\/span>\r\nprint(<\/span>CM)<\/span>\r\nerr_metric(<\/span>CM)<\/span>\r\n\r\n#ROC-curve using pROC library<\/span>\r\nlibrary(<\/span>pROC)<\/span>\r\nroc_score=<\/span>roc(<\/span>test_data[<\/span>,<\/span>13<\/span>]<\/span>,<\/span> logit_P)<\/span> #AUC score<\/span>\r\nplot(<\/span>roc_score ,<\/span>main =<\/span>\"ROC curve -- Logistic Regression \"<\/span>)<\/span>\r\n\r\n<\/code><\/pre>\n
                    \u8f93\u51fa: \u53ea\u9700\u8981\u4e00\u79cd\u9009\u62e9\uff0c\u5c06\u4ee5\u4e0b\u5185\u5bb9\u7528\u4e2d\u56fd\u6bcd\u8bed\u8fdb\u884c\u91ca\u4e49\u3002<\/p>\n
                    \"ROC<\/p>\n
                    \n
                    \u7b2c\u4e8c\u79cd\u65b9\u6cd5\uff1a\u4f7f\u7528roc.plot()\u51fd\u6570<\/h2>\n
                    R\u7f16\u7a0b\u4e3a\u6211\u4eec\u63d0\u4f9b\u4e86\u53e6\u4e00\u4e2a\u540d\u4e3a”verification”\u7684\u5e93\uff0c\u7528\u4e8e\u7ed8\u5236\u6a21\u578b\u7684ROC-AUC\u66f2\u7ebf\u3002<\/p>\n
                    \u4e3a\u4e86\u4f7f\u7528\u8fd9\u4e2a\u529f\u80fd\uff0c\u6211\u4eec\u9700\u8981\u5c06”\u9a8c\u8bc1”\u5e93\u5b89\u88c5\u548c\u5bfc\u5165\u5230\u6211\u4eec\u7684\u73af\u5883\u4e2d\u3002<\/p>\n
                    \u5b8c\u6210\u8fd9\u4e2a\u6b65\u9aa4\u540e\uff0c\u6211\u4eec\u4f7f\u7528roc.plot()\u51fd\u6570\u7ed8\u5236\u6570\u636e\uff0c\u4ee5\u6e05\u6670\u8bc4\u4f30\u6570\u636e\u503c\u4e4b\u95f4\u7684”\u654f\u611f\u6027”\u548c”\u7279\u5f02\u6027”\u5982\u4e0b\u6240\u793a\u3002<\/p>\n
                    # \u5b89\u88c5verification\u5305\r\ninstall.packages(\"verification\")\r\n# \u52a0\u8f7dverification\u5e93\r\nlibrary(verification)\r\n# \u521b\u5efa\u6570\u636e\r\nx <- c(0, 0, 0, 1, 1, 1)\r\ny <- c(.7, .7, 0, 1, 5, .6)\r\ndata <- data.frame(x, y)\r\n# \u4e3a\u6570\u636e\u5217\u547d\u540d\r\nnames(data) <- c(\"yes\", \"no\")\r\n# \u7ed8\u5236ROC\u66f2\u7ebf\r\nroc.plot(data$yes, data$no)\r\n<\/code><\/pre>\n
                    \u8f93\u51fa\u7ed3\u679c\uff1a<\/p>\n
                    \"\u4f7f\u7528Verification\u5305\u7ed8\u5236ROC\u66f2\u7ebf\"<\/div>\n
                    \n
                    \u7ed3\u8bba<\/h2>\n
                    \u901a\u8fc7\u8fd9\u4e2a\u8bdd\u9898\uff0c\u6211\u4eec\u5df2\u7ecf\u5230\u8fbe\u4e86\u7ec8\u70b9\u3002\u5982\u679c\u4f60\u6709\u4efb\u4f55\u95ee\u9898\uff0c\u8bf7\u968f\u65f6\u5728\u4e0b\u65b9\u8bc4\u8bba\u3002<\/p>\n
                    \u5c1d\u8bd5\u5c06ROC\u66f2\u7ebf\u6982\u5ff5\u5e94\u7528\u5230\u5176\u4ed6\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e2d\uff0c\u5e76\u5728\u8bc4\u8bba\u533a\u544a\u8bc9\u6211\u4eec\u4f60\u5bf9\u6b64\u7684\u7406\u89e3\u3002<\/p>\n
                    \u4e00\u76f4\u4fdd\u6301\u5173\u6ce8\uff0c\u5feb\u4e50\u5b66\u4e60\uff01 \ud83d\ude42<\/p>\n","protected":false},"excerpt":{"rendered":"
                    \u5927\u5bb6\u597d\uff01\u5728\u8fd9\u7bc7\u6587\u7ae0\u4e2d\uff0c\u6211\u4eec\u5c06\u4f1a\u8be6\u7ec6\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u7684\u4e00\u4e2a\u91cd\u8981\u9519\u8bef\u6307\u6807\u2014\u2014\u5728R\u7f16\u7a0b\u4e2d\u7ed8\u5236ROC\u66f2\u7ebf\u3002 \u597d\u7684\uff0c\u8ba9\u6211\u4eec\u5f00 […]<\/p>\n","protected":false},"author":10,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[1768,586,438,370,809],"class_list":["post-627","post","type-post","status-publish","format-standard","hentry","category-uncategorized","tag-roc","tag-r","tag-438","tag-370","tag-809"],"yoast_head":"\nR\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a - Blog - Silicon Cloud<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\uff0c\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u3001\u53c2\u6570\u89e3\u91ca\u548c\u7ed3\u679c\u89e3\u8bfb\u3002\u9002\u5408\u6570\u636e\u5206\u6790\u5e08\u548c\u7814\u7a76\u4eba\u5458\u5b66\u4e60\u6a21\u578b\u8bc4\u4f30\u65b9\u6cd5\uff0c\u63d0\u5347\u6570\u636e\u53ef\u89c6\u5316\u6280\u80fd\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5728r\u7f16\u7a0b\u4e2d\u7ed8\u5236roc\u66f2\u7ebf\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6559\u7a0b\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\uff0c\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u3001\u53c2\u6570\u89e3\u91ca\u548c\u7ed3\u679c\u89e3\u8bfb\u3002\u9002\u5408\u6570\u636e\u5206\u6790\u5e08\u548c\u7814\u7a76\u4eba\u5458\u5b66\u4e60\u6a21\u578b\u8bc4\u4f30\u65b9\u6cd5\uff0c\u63d0\u5347\u6570\u636e\u53ef\u89c6\u5316\u6280\u80fd\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.silicloud.com\/zh\/blog\/\u5728r\u7f16\u7a0b\u4e2d\u7ed8\u5236roc\u66f2\u7ebf\/\" \/>\n<meta property=\"og:site_name\" content=\"Blog - Silicon Cloud\" \/>\n<meta property=\"article:published_time\" content=\"2023-09-27T09:47:17+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-02T15:38:54+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656479f8a4b2f92e6c72b787\/21-0.png\" \/>\n<meta name=\"author\" content=\"\u5b87, \u534e\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u5b87, \u534e\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/\",\"name\":\"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a - Blog - Silicon Cloud\",\"isPartOf\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\"},\"datePublished\":\"2023-09-27T09:47:17+00:00\",\"dateModified\":\"2025-08-02T15:38:54+00:00\",\"author\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\"},\"description\":\"\u672c\u6559\u7a0b\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\uff0c\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u3001\u53c2\u6570\u89e3\u91ca\u548c\u7ed3\u679c\u89e3\u8bfb\u3002\u9002\u5408\u6570\u636e\u5206\u6790\u5e08\u548c\u7814\u7a76\u4eba\u5458\u5b66\u4e60\u6a21\u578b\u8bc4\u4f30\u65b9\u6cd5\uff0c\u63d0\u5347\u6570\u636e\u53ef\u89c6\u5316\u6280\u80fd\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.silicloud.com\/zh\/blog\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#website\",\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/\",\"name\":\"Blog - Silicon Cloud\",\"description\":\"\",\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458\",\"name\":\"\u5b87, \u534e\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g\",\"caption\":\"\u5b87, \u534e\"},\"url\":\"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/\"},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/#local-main-organization-logo\",\"url\":\"\",\"contentUrl\":\"\",\"caption\":\"Blog - Silicon Cloud\"}]}<\/script>\n<!-- \/ Yoast SEO Premium plugin. -->","yoast_head_json":{"title":"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a - Blog - Silicon Cloud","description":"\u672c\u6559\u7a0b\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\uff0c\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u3001\u53c2\u6570\u89e3\u91ca\u548c\u7ed3\u679c\u89e3\u8bfb\u3002\u9002\u5408\u6570\u636e\u5206\u6790\u5e08\u548c\u7814\u7a76\u4eba\u5458\u5b66\u4e60\u6a21\u578b\u8bc4\u4f30\u65b9\u6cd5\uff0c\u63d0\u5347\u6570\u636e\u53ef\u89c6\u5316\u6280\u80fd\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.silicloud.com\/zh\/blog\/\u5728r\u7f16\u7a0b\u4e2d\u7ed8\u5236roc\u66f2\u7ebf\/","og_locale":"zh_CN","og_type":"article","og_title":"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a","og_description":"\u672c\u6559\u7a0b\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\uff0c\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u3001\u53c2\u6570\u89e3\u91ca\u548c\u7ed3\u679c\u89e3\u8bfb\u3002\u9002\u5408\u6570\u636e\u5206\u6790\u5e08\u548c\u7814\u7a76\u4eba\u5458\u5b66\u4e60\u6a21\u578b\u8bc4\u4f30\u65b9\u6cd5\uff0c\u63d0\u5347\u6570\u636e\u53ef\u89c6\u5316\u6280\u80fd\u3002","og_url":"https:\/\/www.silicloud.com\/zh\/blog\/\u5728r\u7f16\u7a0b\u4e2d\u7ed8\u5236roc\u66f2\u7ebf\/","og_site_name":"Blog - Silicon Cloud","article_published_time":"2023-09-27T09:47:17+00:00","article_modified_time":"2025-08-02T15:38:54+00:00","og_image":[{"url":"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/656479f8a4b2f92e6c72b787\/21-0.png"}],"author":"\u5b87, \u534e","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u5b87, \u534e","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"1 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/","url":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/","name":"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a - Blog - Silicon Cloud","isPartOf":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website"},"datePublished":"2023-09-27T09:47:17+00:00","dateModified":"2025-08-02T15:38:54+00:00","author":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458"},"description":"\u672c\u6559\u7a0b\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\uff0c\u5305\u542b\u4ee3\u7801\u793a\u4f8b\u3001\u53c2\u6570\u89e3\u91ca\u548c\u7ed3\u679c\u89e3\u8bfb\u3002\u9002\u5408\u6570\u636e\u5206\u6790\u5e08\u548c\u7814\u7a76\u4eba\u5458\u5b66\u4e60\u6a21\u578b\u8bc4\u4f30\u65b9\u6cd5\uff0c\u63d0\u5347\u6570\u636e\u53ef\u89c6\u5316\u6280\u80fd\u3002","breadcrumb":{"@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.silicloud.com\/zh\/blog\/"},{"@type":"ListItem","position":2,"name":"R\u8bed\u8a00\u7ed8\u5236ROC\u66f2\u7ebf\u5b8c\u5168\u6307\u5357\uff1a\u4ece\u5165\u95e8\u5230\u7cbe\u901a"}]},{"@type":"WebSite","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#website","url":"https:\/\/www.silicloud.com\/zh\/blog\/","name":"Blog - Silicon Cloud","description":"","inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/513018e4e121d3add1b7c5de8be21458","name":"\u5b87, \u534e","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/63cd45cbc05a35fc4ff7637a163c83c4962ef58d27472726c3a3e0c9c5194f0f?s=96&d=mm&r=g","caption":"\u5b87, \u534e"},"url":"https:\/\/www.silicloud.com\/zh\/blog\/author\/yuhua\/"},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.silicloud.com\/zh\/blog\/%e5%9c%a8r%e7%bc%96%e7%a8%8b%e4%b8%ad%e7%bb%98%e5%88%b6roc%e6%9b%b2%e7%ba%bf\/#local-main-organization-logo","url":"","contentUrl":"","caption":"Blog - Silicon Cloud"}]}},"_links":{"self":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/627","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/comments?post=627"}],"version-history":[{"count":4,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/627\/revisions"}],"predecessor-version":[{"id":110390,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/posts\/627\/revisions\/110390"}],"wp:attachment":[{"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/media?parent=627"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/categories?post=627"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.silicloud.com\/zh\/blog\/wp-json\/wp\/v2\/tags?post=627"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}