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\u6545\u969c\u4e88\u77e5\u3067\u3069\u3061\u3089\u3092\u4f7f\u3046\u3079\u304d\u304b\u306f\u3001\u30e9\u30d9\u30eb\u306e\u72b6\u6cc1\u3068\u76ee\u7684\u3067\u6c7a\u307e\u308b\u3002\u660e\u78ba\u306a\u6b63\u5e38\u30fb\u7570\u5e38\u30e9\u30d9\u30eb\u304c\u5341\u5206\u306b\u96c6\u307e\u308b\u306a\u3089\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u5206\u985e\u5668\u3092\u4f5c\u308b\u306e\u304c\u6700\u3082\u76f4\u63a5\u7684\u3067\u3001\u3069\u306e\u7279\u5fb4\u304c\u5224\u65ad\u306b\u52b9\u3044\u305f\u304b\u3082\u8a55\u4fa1\u3057\u3084\u3059\u3044\u3002\u4e00\u65b9\u3001\u73fe\u5b9f\u306b\u306f\u7570\u5e38\u306f\u7a00\u3067\u3001\u7a2e\u985e\u3082\u591a\u69d8\u3067\u3001\u7db2\u7f85\u7684\u306b\u30e9\u30d9\u30eb\u3092\u4f5c\u308b\u306e\u304c\u96e3\u3057\u3044\u3053\u3068\u304c\u591a\u3044\u3002\u3053\u3046\u3057\u305f\u5834\u9762\u3067\u306f\u3001\u6559\u5e2b\u306a\u3057\u307e\u305f\u306f\u300c\u6b63\u5e38\u3060\u3051\u3092\u5b66\u3076\u300d\u4e00\u30af\u30e9\u30b9\u578b\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5b9f\u52d9\u306b\u9069\u3059\u308b\u3002One-Class SVM\u306e\u3088\u3046\u306a\u624b\u6cd5\u306f\u3001\u6b63\u5e38\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u3084\u5883\u754c\u3092\u5b66\u3073\u3001\u305d\u308c\u304b\u3089\u5916\u308c\u308b\u3082\u306e\u3092\u7570\u5e38\u3068\u307f\u306a\u3059\u4ee3\u8868\u4f8b\u3067\u3001\u7570\u5e38\u306e\u30e9\u30d9\u30eb\u304c\u306a\u304f\u3066\u3082\u5b66\u7fd2\u3067\u304d\u308b\u3002[4][7][5][8][9][10][6]\n\n\n\n
\u4e21\u8005\u306e\u4f4d\u7f6e\u3065\u3051\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u6574\u7406\u3059\u308b\u3002\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u300c\u6b63\u89e3\u3068\u7167\u3089\u3057\u3066\u5b66\u3076\u300d\u305f\u3081\u3001\u5341\u5206\u306a\u30e9\u30d9\u30eb\u3068\u4ee3\u8868\u6027\u3042\u308b\u30c7\u30fc\u30bf\u304c\u3042\u308b\u3068\u304d\u306b\u9ad8\u3044\u7cbe\u5ea6\u3092\u767a\u63ee\u3059\u308b\u3002\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306f\u300c\u6b63\u89e3\u306a\u3057\u3067\u69cb\u9020\u3092\u5b66\u3076\u300d\u305f\u3081\u3001\u65b0\u3057\u3044\u7a2e\u985e\u306e\u7570\u5e38\u3084\u672a\u77e5\u306e\u30d1\u30bf\u30fc\u30f3\u304c\u6f5c\u3080\u53ef\u80fd\u6027\u306b\u5bfe\u3057\u3066\u67d4\u8edf\u306b\u63a2\u7d22\u3067\u304d\u308b\u304c\u3001\u767a\u898b\u3057\u305f\u30b0\u30eb\u30fc\u30d7\u3084\u5916\u308c\u306e\u89e3\u91c8\u306f\u4eba\u304c\u884c\u3046\u5fc5\u8981\u304c\u3042\u308b\u3002\u3055\u3089\u306b\u73fe\u5834\u3067\u306f\u3001\u30e9\u30d9\u30eb\u4ed8\u304d\u30c7\u30fc\u30bf\u3068\u30e9\u30d9\u30eb\u306a\u3057\u30c7\u30fc\u30bf\u306e\u4e21\u65b9\u3092\u4f7f\u3046\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3082\u6709\u529b\u3067\u3001\u5c11\u91cf\u306e\u30e9\u30d9\u30eb\u304b\u3089\u51fa\u767a\u3057\u3001\u672a\u30e9\u30d9\u30eb\u3092\u6d3b\u7528\u3057\u3066\u7cbe\u5ea6\u3084\u9811\u5065\u6027\u3092\u9ad8\u3081\u308b\u767a\u60f3\u304c\u5b9f\u7528\u5316\u3055\u308c\u3066\u3044\u308b\u3002[2][3][11][5][12][13][14][4]\n\n\n\n
\u3082\u3046\u4e00\u6b69\u8e0f\u307f\u8fbc\u3093\u3067\u3001\u7570\u5e38\u691c\u77e5\u30bf\u30b9\u30af\u306b\u5408\u308f\u305b\u305f\u4f7f\u3044\u5206\u3051\u306e\u6307\u91dd\u3092\u8ff0\u3079\u308b\u30021) \u30e9\u30d9\u30eb\u304c\u8c4a\u5bcc\uff08\u6b63\u5e38\u30fb\u7570\u5e38\u3068\u3082\u5341\u5206\uff09\u306a\u3068\u304d\u306f\u3001\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u5206\u985e\u5668\u3092\u69cb\u7bc9\u3057\u3001\u518d\u73fe\u7387\u3084\u9069\u5408\u7387\u3092\u91cd\u8996\u3057\u3066\u95be\u5024\u3092\u904b\u7528\u5074\u3068\u8abf\u6574\u3059\u308b\u30022) \u6b63\u5e38\u304c\u5927\u91cf\u30fb\u7570\u5e38\u304c\u307b\u307c\u7121\u3044\uff08\u307e\u305f\u306f\u6975\u5c11\uff09\u306e\u3068\u304d\u306f\u3001One-Class SVM\u3084\u4ed6\u306e\u4e00\u30af\u30e9\u30b9\u6cd5\u3067\u6b63\u5e38\u9818\u57df\u3092\u5b66\u3073\u3001\u9038\u8131\u3092\u691c\u77e5\u3059\u308b\u30023) \u6b63\u5e38\u306b\u5c11\u91cf\u306e\u7570\u5e38\u30e9\u30d9\u30eb\u3084\u300c\u7591\u308f\u3057\u3044\u300d\u4f8b\u304c\u5c11\u3057\u6df7\u3056\u308b\u73fe\u5b9f\u3067\u306f\u3001\u534a\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3092\u4f75\u7528\u3057\u3001\u672a\u30e9\u30d9\u30eb\u3082\u6d3b\u7528\u3057\u3066\u6027\u80fd\u3092\u5e95\u4e0a\u3052\u3059\u308b\u306e\u304c\u6709\u52b9\u3067\u3042\u308b\u3002\u6700\u8fd1\u306e\u5831\u544a\u3067\u306f\u3001\u5206\u5e03\u306e\u4e0d\u4e00\u81f4\uff08\u30e9\u30d9\u30eb\u4ed8\u304d\u3068\u672a\u30e9\u30d9\u30eb\u306e\u5206\u5e03\u304c\u7570\u306a\u308b\uff09\u3092\u60f3\u5b9a\u3057\u305f\u534a\u6559\u5e2b\u3042\u308a\u306e\u67a0\u7d44\u307f\u304c\u63d0\u6848\u3055\u308c\u3001\u672a\u30e9\u30d9\u30eb\u306b\u64ec\u4f3c\u30e9\u30d9\u30eb\u3092\u4e0e\u3048\u3066\u5805\u7262\u306b\u7570\u5e38\u691c\u77e5\u6027\u80fd\u3092\u9ad8\u3081\u308b\u624b\u6cd5\u304c\u793a\u3055\u308c\u3066\u3044\u308b\u3002[11][7][15][5][9][13][14][10][6][4]\n\n\n\n
\u6559\u5e2b\u3042\u308a\u30fb\u6559\u5e2b\u306a\u3057\u30fb\u534a\u6559\u5e2b\u3042\u308a\u306e\u9577\u6240\u77ed\u6240\u3092\u3001\u904b\u7528\u8996\u70b9\u3067\u565b\u307f\u7815\u304f\u3002\u6559\u5e2b\u3042\u308a\u306f\u300c\u4f55\u304c\u7570\u5e38\u304b\u300d\u3092\u660e\u78ba\u306b\u5b66\u3079\u308b\u304c\u3001\u7570\u5e38\u4f8b\u306e\u53ce\u96c6\u30fb\u30e9\u30d9\u30eb\u4ed8\u3051\u306e\u30b3\u30b9\u30c8\u304c\u5927\u304d\u304f\u3001\u672a\u77e5\u306e\u7570\u5e38\u3078\u306e\u5916\u633f\u306f\u82e6\u624b\u306b\u306a\u308a\u3084\u3059\u3044\u3002\u6559\u5e2b\u306a\u3057\u306f\u300c\u3044\u3064\u3082\u3068\u9055\u3046\u300d\u3092\u898b\u3064\u3051\u308b\u306e\u304c\u5f97\u610f\u3067\u3001\u672a\u77e5\u306e\u7570\u5e38\u306b\u3082\u53cd\u5fdc\u3057\u3084\u3059\u3044\u304c\u3001\u4f55\u304c\u539f\u56e0\u304b\u306e\u8aac\u660e\u306f\u5225\u5de5\u7a0b\uff08\u53ef\u8996\u5316\u3001\u7279\u5fb4\u306e\u78ba\u8a8d\uff09\u304c\u5fc5\u8981\u3067\u3001\u95be\u5024\u8a2d\u8a08\u3084\u8aa4\u8b66\u5831\u306e\u6271\u3044\u306b\u5de5\u592b\u304c\u8981\u308b\u3002\u534a\u6559\u5e2b\u3042\u308a\u306f\u4e21\u8005\u306e\u9593\u3092\u53d6\u308a\u3001\u5c11\u91cf\u30e9\u30d9\u30eb\u306e\u60c5\u5831\u3092\u8ef8\u306b\u672a\u30e9\u30d9\u30eb\u3092\u53d6\u308a\u8fbc\u3080\u3053\u3068\u3067\u3001\u30e9\u30d9\u30eb\u30b3\u30b9\u30c8\u3068\u6c4e\u5316\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u72d9\u3046\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3042\u308b\u3002[3][5][12][13][14][6][2][4][11]\n\n\n\n
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