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\u8981\u70b9\u3068\u3057\u3066\u3001\u95be\u5024\u306f\u300c\u30e2\u30c7\u30eb\u306e\u7d20\u6027\uff08\u66f2\u7dda\uff09\u300d\u3068\u300c\u73fe\u5834\u5236\u7d04\uff08\u518d\u73fe\u7387\u30fb\u30b3\u30b9\u30c8\u30fb\u5bb9\u91cf\uff09\u300d\u306e\u4ea4\u70b9\u3068\u3057\u3066\u8a2d\u8a08\u3059\u308b\u306e\u304c\u6700\u77ed\u8ddd\u96e2\u3067\u3042\u308b\u3002\u5358\u4e00\u306e\u6307\u6a19\u3084\u7d4c\u9a13\u5247\u306b\u983c\u3089\u305a\u3001ROC\/PR\u3067\u5e83\u304f\u898b\u6e21\u3057\u3001\u76ee\u7684\u5236\u7d04\u3084\u30b3\u30b9\u30c8\u30013\u03c3\u306b\u3088\u308b\u5358\u5909\u91cf\u306e\u76e3\u8996\u3082\u4f75\u7528\u3057\u306a\u304c\u3089\u3001\u691c\u8a3c\u30bb\u30c3\u30c8\u4e0a\u3067\u4e00\u8cab\u3057\u305f\u624b\u9806\u3067\u6c7a\u3081\u308b\u3053\u3068\u304c\u3001\u8aa4\u8b66\u5831\u3068\u898b\u9003\u3057\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u3001\u73fe\u5834\u3067\u6301\u7d9a\u7684\u306b\u6a5f\u80fd\u3059\u308b\u95be\u5024\u8a2d\u5b9a\u306b\u3064\u306a\u304c\u308b\u3002[2][8][1]\n\n\n\n[1] https:\/\/journals.plos.org\/plosone\/article?id=10.1371%2Fjournal.pone.0118432<\/p>\n\n\n\n[2] https:\/\/developers.google.com\/machine-learning\/crash-course\/classification\/roc-and-auc<\/p>\n\n\n\n[3] https:\/\/en.wikipedia.org\/wiki\/Receiver_operating_characteristic<\/p>\n\n\n\n[4] https:\/\/arxiv.org\/html\/2409.15986v1<\/p>\n\n\n\n[5] https:\/\/arxiv.org\/pdf\/2504.02169.pdf<\/p>\n\n\n\n[6] https:\/\/fraud-detection-handbook.github.io\/fraud-detection-handbook\/Chapter_4_PerformanceMetrics\/ThresholdFree.html<\/p>\n\n\n\n[7] https:\/\/www.sciencedirect.com\/science\/article\/pii\/S2666389924001090<\/p>\n\n\n\n[8] https:\/\/www.6sigma.us\/cause-variation\/what-are-control-limits\/<\/p>\n\n\n\n[9] https:\/\/www.investopedia.com\/terms\/t\/three-sigma-limits.asp<\/p>\n\n\n\n[10] https:\/\/en.wikipedia.org\/wiki\/Control_chart<\/p>\n\n\n\n[11] https:\/\/www.spcforexcel.com\/knowledge\/control-chart-basics\/three-sigma-limits-control-charts\/<\/p>\n\n\n\n[12] https:\/\/www.machinelearningmastery.com\/threshold-moving-for-imbalanced-classification\/<\/p>\n\n\n\n[13] https:\/\/scikit-learn.org\/stable\/auto_examples\/model_selection\/plot_cost_sensitive_learning.html<\/p>\n\n\n\n[14] https:\/\/arxiv.org\/html\/2312.09143v1<\/p>\n\n\n\n[15] https:\/\/milvus.io\/ai-quick-reference\/how-does-anomaly-detection-handle-imbalanced-class-distributions<\/p>\n\n\n\n[16] https:\/\/www.vldb.org\/pvldb\/vol17\/p483-zhang.pdf<\/p>\n\n\n\n[17] https:\/\/towardsdatascience.com\/courage-to-learn-ml-a-deeper-dive-into-f1-recall-precision-and-roc-curves-d5c0a46e5eb7\/<\/p>\n\n\n\n[18] https:\/\/ieeexplore.ieee.org\/document\/10737508\/<\/p>\n\n\n\n[19] https:\/\/balancedscorecard.org\/wp-content\/uploads\/pdfs\/control.pdf<\/p>\n\n\n\n[20] https:\/\/www.6sigma.us\/process-improvement\/control-charts-six-sigma-ultimate-guide\/<\/p>\n\n\n\n
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