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\u54c1\u8cea\u7ba1\u7406\u3067\u306f\u3001\u4ee5\u4e0b\u3092\u305d\u308d\u3048\u308b\u3002- \u5b9a\u7fa9\uff1a\u30e9\u30d9\u30eb\u306e\u5b9a\u7fa9\u3001\u5177\u4f53\u4f8b\u3001NG\u4f8b\u3001\u885d\u7a81\u6642\u306e\u512a\u5148\u9806\u4f4d\u3002- \u624b\u9806\uff1a\u8ab0\u304c\u3001\u3044\u3064\u3001\u3069\u3046\u3084\u3063\u3066\u3001\u3069\u306e\u30c4\u30fc\u30eb\u3067\u4ed8\u3051\u308b\u304b\u3002- \u8a18\u9332\uff1a\u8ab0\u304c\u4ed8\u3051\u305f\u304b\u3001\u8ff7\u3063\u305f\u70b9\u3001\u6839\u62e0\u306e\u30e1\u30e2\u3002- \u76e3\u67fb\uff1a\u4e8c\u91cd\u30e9\u30d9\u30ea\u30f3\u30b0\u306e\u5272\u5408\u3001\u5408\u610f\u7387\u3001\u518d\u6559\u80b2\u306e\u8a08\u753b\u3002- \u7dad\u6301\uff1a\u65b0\u3057\u3044\u4e8b\u4f8b\u3067\u30ac\u30a4\u30c9\u3092\u66f4\u65b0\u3057\u3001\u904e\u53bb\u30c7\u30fc\u30bf\u306e\u518d\u30e9\u30d9\u30eb\u57fa\u6e96\u3082\u6c7a\u3081\u308b\u3002\u30e9\u30d9\u30eb\u306e\u4e00\u8cab\u6027\u306f\u30e2\u30c7\u30eb\u306e\u4e00\u8cab\u6027\u306b\u76f4\u7d50\u3059\u308b\u305f\u3081\u3001\u904b\u7528\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u5b9a\u671f\u30ec\u30d3\u30e5\u30fc\u306f\u6b20\u304b\u305b\u306a\u3044\u3002[8][3][1]\n\n\n\n
\u5b9f\u88c5\u6642\u306e\u6d41\u308c\u3092\u5177\u4f53\u5316\u3059\u308b\u30021) \u76ee\u7684\u3092\u660e\u6587\u5316\u3057\u3001\u30e9\u30d9\u30eb\u7c92\u5ea6\u3092\u6c7a\u3081\u308b\uff08\u4f8b\uff1a\u6b63\u5e38\/\u7570\u5e38\u3001\u7570\u5e38\u306e\u7a2e\u985e\u3001\u91cd\u5927\u5ea6\uff09\u30022) \u30d1\u30a4\u30ed\u30c3\u30c8\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3067\u5408\u610f\u5ea6\u3092\u6e2c\u308a\u3001\u30ac\u30a4\u30c9\u3092\u78e8\u304f\u30023) \u6b63\u5e38\u30c7\u30fc\u30bf\u306e\u53b3\u5bc6\u30e9\u30d9\u30eb\u304b\u3089\u59cb\u3081\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u7570\u5e38\u5019\u88dc\u3092\u8ffd\u52a0\u53ce\u96c6\u3059\u308b\u30024) \u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\u3084\u81ea\u52d5\u30e9\u30d9\u30eb\u88dc\u52a9\u3092\u5c0e\u5165\u3057\u3001\u4eba\u306f\u96e3\u4f8b\u306b\u96c6\u4e2d\u3059\u308b\u30025) \u5c64\u5316\u5206\u5272\u3084\u30b0\u30eb\u30fc\u30d7\u5206\u5272\u3067\u8a55\u4fa1\u30c7\u30fc\u30bf\u306e\u504f\u308a\u3092\u6291\u3048\u3001\u7d99\u7d9a\u904b\u7528\u306b\u5099\u3048\u308b\u3002[5][4][1]\n\n\n\n
\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u3054\u3068\u306e\u8981\u70b9\u3082\u62bc\u3055\u3048\u308b\u3002- \u753b\u50cf\uff08\u5916\u89b3\u691c\u67fb\uff09\uff1a\u5883\u754c\u7dda\u306e\u66d6\u6627\u3055\u3092\u56de\u907f\u3059\u308b\u305f\u3081\u3001\u9818\u57df\u5857\u308a\u3064\u3076\u3057\uff08\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\uff09\u304b\u3001\u77e9\u5f62\uff08\u691c\u51fa\uff09\u304b\u3001\u5206\u985e\u306e\u307f\u304b\u3092\u7528\u9014\u3067\u9078\u3076\u3002\u5fae\u5c0f\u6b20\u9665\u306f\u4eba\u306e\u5224\u65ad\u306e\u3076\u308c\u304c\u51fa\u3084\u3059\u3044\u306e\u3067\u3001\u91d1\u6a19\u6e96\u306e\u4f5c\u6210\u3068\u30c0\u30d6\u30eb\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u304c\u6709\u52b9\u3002- \u97f3\uff08\u8a2d\u5099\u97f3\u30fb\u7570\u97f3\uff09\uff1a\u30e9\u30d9\u30eb\u306f\u300c\u533a\u9593\u00d7\u7a2e\u985e\u00d7\u5f37\u5ea6\u300d\u306a\u3069\u306e\u69cb\u9020\u306b\u3057\u3001\u6642\u9593\u7a93\u306e\u5207\u308a\u65b9\u3092\u30ac\u30a4\u30c9\u306b\u660e\u8a18\u3059\u308b\u3002\u30b9\u30da\u30af\u30c8\u30ed\u30b0\u30e9\u30e0\u306e\u53ef\u8996\u5316\u306b\u57fa\u3065\u304f\u5224\u5b9a\u57fa\u6e96\uff08\u5e2f\u57df\u3001\u6301\u7d9a\u6642\u9593\uff09\u3092\u5b9a\u7fa9\u3059\u308b\u3068\u4e00\u8cab\u6027\u304c\u4e0a\u304c\u308b\u3002- \u30c6\u30ad\u30b9\u30c8\uff08\u70b9\u691c\u8a18\u9332\uff09\uff1a\u8f9e\u66f8\u3084\u30eb\u30fc\u30eb\u3067\u306e\u524d\u51e6\u7406\u3068\u3001\u4eba\u306e\u610f\u5473\u89e3\u91c8\u306e\u4f75\u7528\u3002\u5426\u5b9a\u30fb\u6570\u5024\u30fb\u5358\u4f4d\u306e\u6271\u3044\u3092\u7d71\u4e00\u3059\u308b\u3002[2][3][5][1]\n\n\n\n
\u30e9\u30d9\u30eb\u4e0d\u8db3\u3078\u306e\u5bfe\u51e6\u3068\u3057\u3066\u3001\u5f31\u3044\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u9078\u629e\u80a2\u3092\u899a\u3048\u3066\u304a\u304f\u3068\u3088\u3044\u3002PU\u5b66\u7fd2\uff08Positive\u2013Unlabeled\uff09\u306f\u3001\u6b63\u4f8b\u3068\u672a\u30e9\u30d9\u30eb\u304b\u3089\u5206\u985e\u5668\u3092\u5b66\u3076\u8003\u3048\u65b9\u3067\u3001\u672a\u30e9\u30d9\u30eb\u306b\u6b63\u4f8b\u304c\u6df7\u3058\u308b\u73fe\u5b9f\u3067\u3082\u7406\u8ad6\u7684\u306b\u6271\u3048\u308b\u67a0\u7d44\u307f\u304c\u6574\u5099\u3055\u308c\u3066\u3044\u308b\u3002\u6b63\u4f8b\uff08\u305f\u3068\u3048\u3070\u660e\u3089\u304b\u306a\u7570\u5e38\u306e\u307f\uff09\u3092\u5c11\u91cf\u3067\u3082\u826f\u8cea\u306b\u96c6\u3081\u3001\u672a\u30e9\u30d9\u30eb\uff08\u591a\u304f\u306f\u6b63\u5e38\u3001\u6642\u306b\u672a\u77e5\u306e\u7570\u5e38\u3092\u542b\u3080\uff09\u3092\u4f75\u7528\u3057\u3066\u5b66\u7fd2\u3059\u308b\u3068\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u30b3\u30b9\u30c8\u3068\u6027\u80fd\u306e\u6298\u308a\u5408\u3044\u3092\u53d6\u308a\u3084\u3059\u3044\u3002\u307e\u305f\u3001\u6b63\u4f8b\u306e\u6d3b\u7528\u3092\u6700\u9069\u5316\u3059\u308b\u5f31\u6559\u5e2b\u3042\u308a\u306e\u767a\u8868\u4f8b\u3082\u3042\u308a\u3001\u5c11\u6570\u30e9\u30d9\u30eb\u3067\u3082\u4e0d\u6b63\u30fb\u7570\u5e38\u306b\u7126\u70b9\u3092\u5f53\u3066\u305f\u691c\u51fa\u3092\u5b9f\u73fe\u3059\u308b\u5de5\u592b\u304c\u63d0\u6848\u3055\u308c\u3066\u3044\u308b\u3002[9][7][6]\n\n\n\n
\u6700\u5f8c\u306b\u3001\u73fe\u5834\u904b\u7528\u306e\u52d8\u3069\u3053\u308d\u3092\u307e\u3068\u3081\u308b\u3002- \u5c0f\u3055\u304f\u59cb\u3081\u3066\u3001\u5408\u610f\u5ea6\u3092\u6e2c\u308a\u3001\u30ac\u30a4\u30c9\u3092\u78e8\u304f\u3002- \u6b63\u5e38\u306e\u5b9a\u7fa9\u3092\u53b3\u5bc6\u306b\u3057\u3001\u6b63\u5e38\u30c7\u30fc\u30bf\u306e\u8cea\u3092\u9ad8\u3081\u308b\u3002- \u7570\u5e38\u306f\u78ba\u5b9f\u306a\u4f8b\u304b\u3089\u5c11\u3057\u305a\u3064\u8ffd\u52a0\u3001\u66d6\u6627\u306a\u3082\u306e\u306f\u300c\u672a\u78ba\u5b9a\u300d\u30e9\u30d9\u30eb\u3067\u4fdd\u7559\u3057\u3001\u5f8c\u65e5\u518d\u8a55\u4fa1\u3059\u308b\u3002- \u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u96e3\u4f8b\u3092\u512a\u5148\u3057\u3001\u4eba\u306e\u6642\u9593\u3092\u91cd\u8981\u30b5\u30f3\u30d7\u30eb\u306b\u6295\u4e0b\u3059\u308b\u3002- \u81ea\u52d5\u306e\u63d0\u6848\u306f\u4eba\u304c\u76e3\u7763\u3057\u3001\u8aa4\u308a\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3067\u9010\u6b21\u6539\u5584\u3059\u308b\u3002- \u5c64\u5316\u3084\u30b0\u30eb\u30fc\u30d7\u306e\u5206\u5272\u3067\u8a55\u4fa1\u30d0\u30a4\u30a2\u30b9\u3092\u907f\u3051\u3001\u7cbe\u5ea6\u306e\u898b\u7a4d\u308a\u3092\u5b89\u5b9a\u3055\u305b\u308b\u3002- \u30e9\u30d9\u30eb\u5909\u66f4\u306e\u5c65\u6b74\u3068\u6839\u62e0\u3092\u6b8b\u3057\u3001\u518d\u73fe\u6027\u3092\u62c5\u4fdd\u3059\u308b\u3002[4][5][1]\n\n\n\n
\u3053\u306e\u3088\u3046\u306b\u3001\u30e9\u30d9\u30eb\u4ed8\u3051\u306f\u30e2\u30c7\u30eb\u7cbe\u5ea6\u306e\u6839\u672c\u3092\u652f\u3048\u308b\u5de5\u7a0b\u3067\u3042\u308a\u3001\u660e\u78ba\u306a\u5b9a\u7fa9\u3001\u4e00\u8cab\u3057\u305f\u904b\u7528\u3001\u54c1\u8cea\u7ba1\u7406\u3001\u305d\u3057\u3066\u73fe\u5b9f\u7684\u306a\u30b3\u30b9\u30c8\u914d\u616e\uff08\u30a2\u30af\u30c6\u30a3\u30d6\/\u534a\u81ea\u52d5\/\u5f31\u6559\u5e2b\u3042\u308a\uff09\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u3001\u9650\u3089\u308c\u305f\u6642\u9593\u3068\u8cc7\u6e90\u306e\u4e2d\u3067\u3082\u4fe1\u983c\u3067\u304d\u308b\u6559\u5e2b\u30c7\u30fc\u30bf\u3092\u4f5c\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002[3][1][4]\n\n\n\n[1] https:\/\/cloud.google.com\/use-cases\/data-labeling?hl=ja<\/p>\n\n\n\n[2] https:\/\/www.ibm.com\/jp-ja\/topics\/data-labeling<\/p>\n\n\n\n[3] https:\/\/www.ultralytics.com\/ja\/glossary\/data-labeling<\/p>\n\n\n\n[4] https:\/\/docs.aws.amazon.com\/ja_jp\/sagemaker\/latest\/dg\/sms-automated-labeling.html<\/p>\n\n\n\n[5] https:\/\/tebiki.jp\/genba\/useful\/anomaly-detection\/<\/p>\n\n\n\n[6] https:\/\/www.jstage.jst.go.jp\/article\/pjsai\/JSAI2023\/0\/JSAI2023_4U3GS101\/_pdf<\/p>\n\n\n\n[7] https:\/\/www.jstage.jst.go.jp\/article\/jsaisigtwo\/2023\/FIN-032\/2023_96\/_pdf\/-char\/en<\/p>\n\n\n\n[8] https:\/\/jp.lotus-qa.com\/blog\/ensure-data-labeling-quality\/<\/p>\n\n\n\n[9] https:\/\/speakerdeck.com\/cygames\/bu-zheng-jian-zhi-woke-neng-tosururuo-jiao-shi-arixue-xi-shou-fa-devnet-falseshao-jie-peng-da-natetaniqian-muyi-chang-wozui-xiao-xian-falseraherinkutejian-tukeruji-shu<\/p>\n\n\n\n[10] https:\/\/macgence.com\/ja\/blog\/data-labeling-a-comprehensive-guide\/<\/p>\n\n\n\n[11] https:\/\/superb-ai.com\/ja\/resources\/blog\/a-primer-on-data-labeling-approaches-to-building-real-world-machine-learning-applications<\/p>\n\n\n\n[12] https:\/\/www.anlp.jp\/proceedings\/annual_meeting\/2025\/pdf_dir\/Q8-10.pdf<\/p>\n\n\n\n[13] https:\/\/media.emuniinc.jp\/2024\/11\/29\/anomaly-detection-model\/<\/p>\n\n\n\n[14] https:\/\/products.sint.co.jp\/aisia-ad\/blog\/what-is-anomaly-detection<\/p>\n\n\n\n[15] https:\/\/qiita.com\/shinmura0\/items\/1af83f5a5857d50cabc2<\/p>\n\n\n\n[16] https:\/\/www.science.co.jp\/annotation_blog\/37488\/<\/p>\n\n\n\n[17] https:\/\/qiita.com\/kotai2003\/items\/6b7170b2fb145d05e0ff<\/p>\n\n\n\n[18] https:\/\/jp.lotus-qa.com\/blog\/%E6%A9%9F%E6%A2%B0%E5%AD%A6%E7%BF%92%E5%90%91%E3%81%91-%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A2%E3%83%8E%E3%83%86%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3-%E3%81%AE%E3%82%AC%E3%82%A4%E3%83%89\/<\/p>\n\n\n\n[19] https:\/\/www.tomomi-research.com\/archives\/3561<\/p>\n\n\n\n[20] https:\/\/aismiley.co.jp\/ai_news\/ai-learning-data-utilization-guide\/<\/p>\n\n\n\n
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