\u89b3\u6e2c\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u5358\u4f4d\u3084\u6841\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u6bd4\u8f03\u3084\u5b66\u7fd2\u306b\u4e0d\u5229\u306a\u3053\u3068\u304c\u591a\u3044\u3002\u305d\u3053\u3067\u3001\u5024\u306e\u30b9\u30b1\u30fc\u30eb\uff08\u5927\u304d\u3055\u306e\u5c3a\u5ea6\uff09\u3092\u6574\u3048\u308b\u51e6\u7406\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u4ee3\u8868\u7684\u306a\u306e\u304c\u300c\u6b63\u898f\u5316\u300d\u3068\u300c\u6a19\u6e96\u5316\u300d\u3067\u3042\u308b\u3002\u3053\u3053\u3067\u306f\u3001\u540d\u524d\u306b\u60d1\u308f\u3055\u308c\u306a\u3044\u3088\u3046\u306b\u3001\u307e\u305a\u76f4\u611f\u304b\u3089\u8aac\u660e\u3057\u3001\u305d\u306e\u5f8c\u3067\u6570\u5f0f\u306e\u5f62\u3068\u4f7f\u3044\u5206\u3051\u3001\u5b9f\u52d9\u4e0a\u306e\u6ce8\u610f\u70b9\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u6574\u7406\u3059\u308b\u3002<\/p>\n\n\n\n
\u6b63\u898f\u5316\u306f\u3001\u5404\u9805\u76ee\u306e\u5024\u3092\u6c7a\u3081\u305f\u7bc4\u56f2\u306b\u304a\u3055\u3081\u308b\u64cd\u4f5c\u3067\u3001\u3082\u3063\u3068\u3082\u57fa\u672c\u7684\u306a\u306e\u306f\u6700\u5c0f\u5024\u30920\u3001\u6700\u5927\u5024\u30921\u306b\u5408\u308f\u305b\u308b\u65b9\u6cd5\u3067\u3042\u308b\u3002\u3053\u308c\u306f0\u20131\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u3082\u547c\u3070\u308c\u3001\u30c7\u30fc\u30bf\u306e\u6700\u5c0f\u5024\u3068\u6700\u5927\u5024\u3092\u57fa\u6e96\u306b\u5168\u4f53\u3092\u304e\u3085\u3063\u3068\u7e2e\u3081\u3066\u4e26\u3079\u76f4\u3059\u30a4\u30e1\u30fc\u30b8\u3060\u3002\u305f\u3068\u3048\u3070\u6e29\u5ea6\u304c0\u301c100\u306e\u7bc4\u56f2\u3001\u56de\u8ee2\u6570\u304c0\u301c3,000\u306e\u7bc4\u56f2\u3068\u3044\u3046\u3088\u3046\u306b\u9805\u76ee\u3054\u3068\u306b\u6841\u304c\u9055\u3063\u3066\u3044\u3066\u3082\u3001\u6b63\u898f\u5316\u3059\u308c\u3070\u3069\u3061\u3089\u30820\u301c1\u306e\u540c\u3058\u571f\u4ff5\u306b\u4e57\u308b\u305f\u3081\u3001\u8ddd\u96e2\u8a08\u7b97\u306a\u3069\u3067\u4e00\u65b9\u3060\u3051\u304c\u4e0d\u5f53\u306b\u652f\u914d\u7684\u306b\u306a\u308b\u306e\u3092\u9632\u3052\u308b\u3002\u4e00\u65b9\u3001\u6b63\u898f\u5316\u306f\u6700\u5c0f\u5024\u3068\u6700\u5927\u5024\u306b\u5f37\u304f\u4f9d\u5b58\u3059\u308b\u305f\u3081\u3001\u5916\u308c\u5024\uff08\u6975\u7aef\u306b\u5927\u304d\u3044\u30fb\u5c0f\u3055\u3044\u5024\uff09\u304c\u6df7\u3056\u308b\u3068\u5168\u4f53\u304c\u62bc\u3057\u3064\u3076\u3055\u308c\u3001\u307b\u3068\u3093\u3069\u306e\u30c7\u30fc\u30bf\u304c0\u4ed8\u8fd1\u306b\u5bc6\u96c6\u3057\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308b\u70b9\u306b\u6ce8\u610f\u304c\u3044\u308b\u3002[1][2][3]\n\n\n\n
\u6a19\u6e96\u5316\u306f\u3001\u5404\u9805\u76ee\u306e\u5e73\u5747\u30920\u3001\u3070\u3089\u3064\u304d\u306e\u5c3a\u5ea6\u3067\u3042\u308b\u6a19\u6e96\u504f\u5dee\u30921\u306b\u305d\u308d\u3048\u308b\u64cd\u4f5c\u3067\u3001Z\u30b9\u30b3\u30a2\u5909\u63db\u3068\u3082\u547c\u3070\u308c\u308b\u3002\u30a4\u30e1\u30fc\u30b8\u3068\u3057\u3066\u306f\u300c\u5e73\u5747\u304b\u3089\u3069\u308c\u3060\u3051\u96e2\u308c\u3066\u3044\u308b\u304b\u300d\u3092\u5358\u4f4d\u306e\u9055\u3044\u3092\u53d6\u308a\u9664\u3044\u3066\u8868\u73fe\u3059\u308b\u3053\u3068\u3060\u3002\u6a19\u6e96\u5316\u3059\u308b\u3068\u3001\u3069\u306e\u9805\u76ee\u3082\u201c\u5e73\u5747\u304b\u3089\u306e\u8ddd\u96e2\u201d\u306e\u5171\u901a\u7269\u5dee\u3057\u3067\u6bd4\u3079\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u91cd\u307f\u4ed8\u3051\u3084\u6700\u9069\u5316\u3067\u6271\u3044\u3084\u3059\u304f\u306a\u308b\u3002\u5e73\u57470\u30fb\u6a19\u6e96\u504f\u5dee1\u306b\u63c3\u3048\u308b\u3068\u3044\u3046\u5b9a\u7fa9\u306f\u5404\u7a2e\u306e\u6559\u79d1\u66f8\u7684\u89e3\u8aac\u3068\u4e00\u81f4\u3057\u3066\u304a\u308a\u3001\u5b9f\u52d9\u3067\u3082\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u3002\u6a19\u6e96\u5316\u306f\u6700\u5c0f\u5024\u30fb\u6700\u5927\u5024\u306b\u5f15\u3063\u5f35\u3089\u308c\u306b\u304f\u3044\u5206\u3001\u5916\u308c\u5024\u306e\u5f71\u97ff\u304c\u76f8\u5bfe\u7684\u306b\u5c0f\u3055\u3044\u3068\u3044\u3046\u5229\u70b9\u3082\u3042\u308b\u304c\u3001\u5916\u308c\u5024\u304c\u975e\u5e38\u306b\u5f37\u3044\u3068\u5e73\u5747\u30fb\u6a19\u6e96\u504f\u5dee\u81ea\u4f53\u304c\u6b6a\u3080\u305f\u3081\u3001\u5f8c\u8ff0\u306e\u300c\u30ed\u30d0\u30b9\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u300d\u3092\u691c\u8a0e\u3059\u308b\u4f59\u5730\u304c\u3042\u308b\u3002[4][5][3][1]\n\n\n\n
\u3053\u3053\u3067\u3001\u3088\u304f\u3042\u308b\u6df7\u4e71\u3092\u89e3\u3044\u3066\u304a\u304f\u3002\u300c\u6b63\u898f\u5316\u300d\u3068\u3044\u3046\u8a00\u8449\u306f\u6587\u8108\u306b\u3088\u3063\u3066\u5e83\u304f\u4f7f\u308f\u308c\u308b\u304c\u3001\u591a\u304f\u306e\u5b9f\u52d9\u8a18\u4e8b\u3067\u306f\u201c0\u20131\u306b\u53ce\u3081\u308b\u201d\u610f\u5473\u3067\u4f7f\u308f\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u3002\u4e00\u65b9\u3067\u3001\u6a19\u6e96\u5316\u306fZ\u30b9\u30b3\u30a2\u5909\u63db\uff08\u5e73\u57470\u30fb\u6a19\u6e96\u504f\u5dee1\uff09\u3092\u6307\u3057\u3001\u82f1\u8a9e\u570f\u3067\u306fZ-score normalization\u3068\u547c\u3070\u308c\u308b\u3053\u3068\u3082\u3042\u308b\u305f\u3081\u3001\u7528\u8a9e\u4e0a\u306f\u6a19\u6e96\u5316\u304c\u300c\u6b63\u898f\u5316\u306e\u4e00\u7a2e\u300d\u3068\u8aac\u660e\u3055\u308c\u308b\u5834\u5408\u3082\u3042\u308b\u3002\u8981\u306f\u3001\u3069\u306e\u5909\u63db\u3092\u884c\u3046\u304b\u3092\u6570\u5f0f\u3067\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3053\u3068\u304c\u91cd\u8981\u3060\u3002[6][1]\n\n\n\n
\u6b21\u306b\u3001\u5916\u308c\u5024\u3078\u306e\u8010\u6027\u306b\u914d\u616e\u3057\u305f\u65b9\u6cd5\u3068\u3057\u3066\u300c\u30ed\u30d0\u30b9\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u300d\u3092\u7d39\u4ecb\u3059\u308b\u3002\u3053\u308c\u306f\u5e73\u5747\u306e\u4ee3\u308f\u308a\u306b\u4e2d\u592e\u5024\u3001\u6a19\u6e96\u504f\u5dee\u306e\u4ee3\u308f\u308a\u306b\u56db\u5206\u4f4d\u7bc4\u56f2\uff08IQR\uff1a\u7b2c3\u56db\u5206\u4f4d\u2212\u7b2c1\u56db\u5206\u4f4d\uff09\u3092\u4f7f\u3063\u3066\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u624b\u6cd5\u3067\u3001\u6975\u7aef\u306a\u5024\u306b\u5f71\u97ff\u3055\u308c\u306b\u304f\u3044\u306e\u304c\u7279\u5fb4\u3067\u3042\u308b\u3002\u305f\u3068\u3048\u3070\u30bb\u30f3\u30b5\u30fc\u304c\u6642\u3005\u30b9\u30d1\u30a4\u30af\u3092\u51fa\u3059\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3067\u306f\u3001\u30ed\u30d0\u30b9\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u4e2d\u5fc3\u7684\u306a\u5206\u5e03\u3092\u4fdd\u3063\u305f\u307e\u307e\u30b9\u30b1\u30fc\u30eb\u3067\u304d\u308b\u3002[7][8][9][10]\n\n\n\n
\u3067\u306f\u3001\u3069\u306e\u5834\u9762\u3067\u4f55\u3092\u4f7f\u3046\u3079\u304d\u304b\u3002\u8ddd\u96e2\u306b\u57fa\u3065\u304f\u624b\u6cd5\uff08\u8fd1\u3044\u30fb\u9060\u3044\u3092\u6570\u76f4\u7dda\u306e\u9577\u3055\u3067\u6c7a\u3081\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff09\u3084\u3001\u5165\u529b\u306e\u5024\u57df\u3092\u3042\u3089\u304b\u3058\u3081\u305d\u308d\u3048\u305f\u3044\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u306f\u30010\u20131\u306e\u6b63\u898f\u5316\u304c\u6709\u52b9\u306a\u3053\u3068\u304c\u591a\u3044\u3002\u4e00\u65b9\u3001\u7dda\u5f62\u56de\u5e30\u3084\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3001\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u306a\u3069\u3001\u5e73\u5747\u30fb\u5206\u6563\u306e\u30b9\u30b1\u30fc\u30eb\u306b\u654f\u611f\u306a\u30e2\u30c7\u30eb\u3067\u306f\u6a19\u6e96\u5316\u304c\u3088\u304f\u7528\u3044\u3089\u308c\u308b\u3001\u3068\u3044\u3046\u89e3\u8aac\u304c\u4e00\u822c\u7684\u3067\u3042\u308b\u3002\u6c7a\u5b9a\u6728\u3084\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u306e\u3088\u3046\u306b\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u5927\u5c0f\u306b\u3042\u307e\u308a\u4f9d\u5b58\u3057\u306a\u3044\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306f\u524d\u51e6\u7406\u3068\u3057\u3066\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306f\u5fc5\u9808\u3067\u306f\u306a\u3044\u3001\u3068\u3044\u3046\u6307\u6458\u3082\u899a\u3048\u3066\u304a\u304f\u3068\u3088\u3044\u3002[2][3][6]\n\n\n\n
\u5b9f\u52d9\u624b\u9806\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u6574\u7406\u3059\u308b\u3002\u307e\u305a\u3001\u5b66\u7fd2\u7528\u306e\u30c7\u30fc\u30bf\u3067\u30b9\u30b1\u30fc\u30e9\u30fc\u3092\u5b66\u7fd2\u3057\uff08\u5e73\u5747\u30fb\u6a19\u6e96\u504f\u5dee\u3084\u6700\u5c0f\u30fb\u6700\u5927\u306a\u3069\u3092\u8a08\u7b97\u3057\uff09\u3001\u305d\u306e\u540c\u3058\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u691c\u8a3c\u30fb\u672c\u756a\u30c7\u30fc\u30bf\u306b\u3082\u5909\u63db\u3092\u9069\u7528\u3059\u308b\u3002\u5b66\u7fd2\u3068\u8a55\u4fa1\u3067\u5225\u3005\u306b\u7b97\u51fa\u3059\u308b\u3068\u3001\u5206\u5e03\u306e\u5dee\u304c\u7d1b\u308c\u8fbc\u3093\u3067\u6027\u80fd\u8a55\u4fa1\u304c\u7518\u304f\u306a\u308b\u300c\u60c5\u5831\u6f0f\u308c\u300d\u306b\u306a\u308b\u3002\u6b21\u306b\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306f\u8aac\u660e\u5909\u6570\u306b\u5bfe\u3057\u3066\u884c\u3044\u3001\u4e88\u6e2c\u3057\u305f\u3044\u76ee\u7684\u5909\u6570\u306f\u5909\u63db\u3057\u306a\u3044\uff08\u89e3\u91c8\u3092\u4fdd\u3064\u305f\u3081\uff09\u3068\u3044\u3046\u904b\u7528\u304c\u57fa\u672c\u3060\u3002\u5916\u308c\u5024\u304c\u591a\u3044\u3001\u3082\u3057\u304f\u306f\u6700\u5927\u30fb\u6700\u5c0f\u304c\u7406\u8ad6\u7684\u306b\u5b9a\u307e\u3089\u306a\u3044\u3068\u304d\u306f\u3001\u5b89\u6613\u306a0\u20131\u6b63\u898f\u5316\u3067\u306f\u306a\u304f\u6a19\u6e96\u5316\u304b\u30ed\u30d0\u30b9\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u691c\u8a0e\u3059\u308b\u3002\u3053\u308c\u3089\u306f\u591a\u304f\u306e\u57fa\u790e\u89e3\u8aac\u3067\u5f37\u8abf\u3055\u308c\u3066\u3044\u308b\u5b9f\u52d9\u306e\u8981\u70b9\u3067\u3042\u308b\u3002[3][4][7]\n\n\n\n
\u3082\u3046\u4e00\u6b69\u8e0f\u307f\u8fbc\u3093\u3067\u3001\u7528\u9014\u5225\u306e\u5224\u65ad\u8ef8\u3092\u6319\u3052\u308b\u3002\u7bc4\u56f2\u306e\u610f\u5473\u304c\u5927\u304d\u3044\u5834\u5408\uff08\u305f\u3068\u3048\u3070\u5404\u30c1\u30e3\u30f3\u30cd\u30eb\u30920\u20131\u306b\u6b63\u898f\u5316\u3057\u3066\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306b\u5165\u308c\u308b\uff09\u3084\u3001\u8907\u6570\u30bb\u30f3\u30b5\u30fc\u306e\u76f8\u5bfe\u7684\u306a\u6bd4\u7387\u3092\u4fdd\u3061\u305f\u3044\u5834\u5408\u306b\u306f\u6700\u5c0f\u2013\u6700\u5927\u306e\u6b63\u898f\u5316\u304c\u4fbf\u5229\u3060\u3002\u4e00\u65b9\u3001\u5e73\u5747\u304b\u3089\u306e\u504f\u5dee\u3092\u5171\u901a\u306e\u7269\u5dee\u3057\u3067\u6e2c\u308a\u305f\u3044\u3001\u5206\u5e03\u304c\u304a\u304a\u3080\u306d\u5c71\u5f62\u3067\u771f\u3093\u4e2d\u306b\u30c7\u30fc\u30bf\u304c\u96c6\u4e2d\u3057\u3066\u3044\u308b\u3001\u3068\u3044\u3063\u305f\u5834\u9762\u3067\u306f\u6a19\u6e96\u5316\u304c\u6271\u3044\u3084\u3059\u3044\u3002\u5916\u308c\u5024\u306b\u3088\u3063\u3066\u30b9\u30b1\u30fc\u30eb\u304c\u6b6a\u3080\u61f8\u5ff5\u304c\u3042\u308b\u306a\u3089\u3001\u4e2d\u592e\u5024\u3068IQR\u3092\u57fa\u6e96\u306b\u3059\u308b\u30ed\u30d0\u30b9\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u9078\u3076\u3053\u3068\u3067\u5b89\u5b9a\u6027\u3092\u5f97\u3089\u308c\u308b\u3002[11][8][10][4][1][6]\n\n\n\n
\u6ce8\u610f\u3057\u3066\u304a\u304d\u305f\u3044\u843d\u3068\u3057\u7a74\u3082\u3044\u304f\u3064\u304b\u3042\u308b\u3002\u6b63\u898f\u5316\u306f\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u306e\u5024\u57df\u304c\u5b66\u7fd2\u6642\u306e\u6700\u5c0f\u30fb\u6700\u5927\u3092\u306f\u307f\u51fa\u3059\u3068\u30010\u672a\u6e80\u30841\u8d85\u306e\u5024\u304c\u51fa\u308b\u3002\u5b9f\u88c5\u4e0a\u306f\u60f3\u5b9a\u5185\u3060\u304c\u3001\u30e2\u30c7\u30eb\u3084\u5f8c\u6bb5\u51e6\u7406\u306e\u524d\u63d0\u3068\u98df\u3044\u9055\u308f\u306a\u3044\u304b\u3092\u78ba\u8a8d\u3057\u3066\u304a\u304f\u3002\u6a19\u6e96\u5316\u306f\u5e73\u5747\u30fb\u6a19\u6e96\u504f\u5dee\u306e\u63a8\u5b9a\u306b\u30b5\u30f3\u30d7\u30eb\u6570\u304c\u52b9\u304f\u305f\u3081\u3001\u6975\u7aef\u306b\u5c11\u306a\u3044\u30c7\u30fc\u30bf\u3067\u7b97\u51fa\u3059\u308b\u3068\u4e0d\u5b89\u5b9a\u306b\u306a\u308a\u3084\u3059\u3044\u3002\u5206\u5e03\u304c\u5927\u304d\u304f\u504f\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u6a19\u6e96\u5316\u524d\u306b\u5bfe\u6570\u5909\u63db\u3084\u5206\u4f4d\u70b9\u5909\u63db\u3092\u4f75\u7528\u3057\u3066\u6b6a\u307f\u3092\u7de9\u548c\u3059\u308b\u8a2d\u8a08\u3082\u5019\u88dc\u306b\u306a\u308b\u3002\u3055\u3089\u306b\u3001\u6642\u7cfb\u5217\u306e\u76e3\u8996\u3067\u306f\u3001\u5b63\u7bc0\u6027\u3084\u904b\u8ee2\u6761\u4ef6\u306e\u9055\u3044\u3067\u5206\u5e03\u304c\u5909\u308f\u308b\u3002\u6761\u4ef6\u3054\u3068\u306b\u30b9\u30b1\u30fc\u30e9\u30fc\u3092\u6301\u3064\u304b\u3001\u79fb\u52d5\u7a93\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u304b\u3001\u904b\u7528\u306e\u30eb\u30fc\u30eb\u3092\u5148\u306b\u6c7a\u3081\u3066\u304a\u304f\u3068\u7834\u7dbb\u3057\u306b\u304f\u3044\u3002[12]\n\n\n\n
\u6700\u5f8c\u306b\u3001\u5b9f\u88c5\u306e\u5177\u4f53\u4f8b\u3092\u30a4\u30e1\u30fc\u30b8\u3067\u307e\u3068\u3081\u308b\u3002\u6a19\u6e96\u5316\u306f\u5e73\u57470\u30fb\u6a19\u6e96\u504f\u5dee1\u3078\u5909\u63db\u3059\u308bZ\u30b9\u30b3\u30a2\u3067\u3001\u5404\u7a2e\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u306f\u4e00\u62ec\u51e6\u7406\u306e\u95a2\u6570\u304c\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u3002\u6b63\u898f\u5316\u306f\u6700\u5c0f\u30fb\u6700\u5927\u3092\u57fa\u6e96\u306b0\u20131\u3078\u5199\u3059\u95a2\u6570\u304c\u3042\u308a\u3001\u753b\u50cf\u3084\u30bb\u30f3\u30b5\u30fc\u306e\u6bd4\u7387\u3092\u4fdd\u3064\u524d\u51e6\u7406\u3068\u3057\u3066\u5e83\u304f\u4f7f\u308f\u308c\u308b\u3002\u30ed\u30d0\u30b9\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306f\u4e2d\u592e\u5024\u3068IQR\u3067\u4e2d\u5fc3\u3068\u5c3a\u5ea6\u3092\u6c7a\u3081\u308b\u305f\u3081\u3001\u30b9\u30d1\u30a4\u30af\u3084\u5916\u308c\u5024\u304c\u6df7\u5728\u3059\u308b\u30c7\u30fc\u30bf\u3067\u5b89\u5b9a\u6027\u304c\u9ad8\u3044\u3002\u3069\u308c\u3092\u9078\u3076\u306b\u3057\u3066\u3082\u3001\u300c\u5b66\u7fd2\u30c7\u30fc\u30bf\u3067\u57fa\u6e96\u3092\u5b66\u3073\u3001\u672a\u77e5\u30c7\u30fc\u30bf\u306b\u540c\u3058\u5909\u63db\u3092\u9069\u7528\u3059\u308b\u300d\u300c\u5916\u308c\u5024\u3084\u5206\u5e03\u306e\u5f62\u3092\u5148\u306b\u70b9\u691c\u3059\u308b\u300d\u3068\u3044\u3046\u4e8c\u70b9\u3092\u5b88\u308c\u3070\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u9055\u3044\u306b\u8d77\u56e0\u3059\u308b\u898b\u843d\u3068\u3057\u3084\u8aa4\u691c\u77e5\u3092\u5927\u304d\u304f\u6e1b\u3089\u305b\u308b\u3002[8][9][4][1][7][3]\n\n\n\n[1] https:\/\/atmarkit.itmedia.co.jp\/ait\/articles\/2110\/07\/news027.html<\/p>\n\n\n\n[2] https:\/\/qiita.com\/oki_kosuke\/items\/02ec7bee92c85cf10ac2<\/p>\n\n\n\n[3] https:\/\/qiita.com\/suzuki0430\/items\/59b411aefb66703bcd6b<\/p>\n\n\n\n[4] https:\/\/aiacademy.jp\/media\/?p=1147<\/p>\n\n\n\n[5] https:\/\/alivevulnerable.com\/gis\/feature-scaling\/<\/p>\n\n\n\n[6] https:\/\/www.salesanalytics.co.jp\/column\/no00365\/<\/p>\n\n\n\n[7] https:\/\/qiita.com\/POKARI0450\/items\/b05901d7f91e79e06b71<\/p>\n\n\n\n[8] https:\/\/ninthcode.net\/250211-robust-scaling\/<\/p>\n\n\n\n[9] https:\/\/www.math-joy-life.com\/scikit-learn-feature-scaling<\/p>\n\n\n\n[10] https:\/\/www.salesanalytics.co.jp\/column\/no00393\/<\/p>\n\n\n\n[11] https:\/\/note.com\/hirokatsu267\/n\/n3372dfce9f6a<\/p>\n\n\n\n[12] https:\/\/shrimp-crab.com\/zscore-normalization\/1386\/<\/p>\n\n\n\n[13] https:\/\/note.com\/taichi_endoh\/n\/n1aa92fab842a<\/p>\n\n\n\n[14] https:\/\/esu-ko.hatenablog.com\/entry\/2020\/07\/06\/%E5%A4%96%E3%82%8C%E5%80%A4%E3%81%AB%E5%BC%B7%E3%81%84%E6%A8%99%E6%BA%96%E5%8C%96%E3%82%92%E3%81%97%E3%81%9F%E3%81%84(RobustScaler%E3%82%92%E4%BD%BF%E3%81%86)<\/p>\n\n\n\n[15] https:\/\/qiita.com\/ttskng\/items\/2a33c1ca925e4501e609<\/p>\n\n\n\n[16] https:\/\/data-analysis-stats.jp\/%E3%83%87%E3%83%BC%E3%82%BF%E5%89%8D%E5%87%A6%E7%90%86\/%E6%AD%A3%E8%A6%8F%E5%8C%96%E3%81%A8%E6%A8%99%E6%BA%96%E5%8C%96%E3%81%AA%E3%81%A9%E3%81%AE%E7%89%B9%E5%BE%B4%E9%87%8F%E3%81%AE%E3%82%B9%E3%82%B1%E3%83%BC%E3%83%AA%E3%83%B3%E3%82%B0%EF%BC%88feature-sca\/<\/p>\n\n\n\n[17] https:\/\/note.com\/united_code\/n\/n2802327c486b<\/p>\n\n\n\n[18] https:\/\/www.codexa.net\/normalization-python\/<\/p>\n\n\n\n[19] https:\/\/datascience-lab.sakura.ne.jp\/scaling\/[20] https:\/\/machine-learning-skill-up.com\/knowledge\/%E3%80%90python%E3%80%91%E5%88%97%E6%8C%87%E5%AE%9A%E3%81%A7%E6%AD%A3%E8%A6%8F%E5%8C%96%E3%82%92%E3%83%9E%E3%82%B9%E3%82%BF%E3%83%BC%EF%BC%81pandas%E3%82%92%E4%BD%BF%E3%81%A3%E3%81%9F%E3%83%87<\/p>\n\n\n\n
\u203b\u672c\u30da\u30fc\u30b8\u306f\u3001AI\u306e\u6d3b\u7528\u3084\u7814\u7a76\u306b\u95a2\u9023\u3059\u308b\u539f\u7406\u30fb\u6a5f\u5668\u30fb\u30c7\u30d0\u30a4\u30b9\u306b\u3064\u3044\u3066\u5b66\u3076\u305f\u3081\u306b\u3001\u500b\u4eba\u7684\u306b\u6574\u7406\u30fb\u8a18\u8ff0\u3057\u3066\u3044\u308b\u3082\u306e\u3067\u3059\u3002\u5185\u5bb9\u306b\u306f\u8aa4\u308a\u3084\u898b\u843d\u3068\u3057\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u53ef\u80fd\u6027\u3082\u3042\u308a\u307e\u3059\u306e\u3067\u3001\u3082\u3057\u304a\u6c17\u3065\u304d\u306e\u70b9\u3084\u3054\u52a9\u8a00\u7b49\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u3054\u9023\u7d61\u3044\u305f\u3060\u3051\u307e\u3059\u3068\u5e78\u3044\u3067\u3059\u3002<\/strong><\/p>\n\n\n\n \u203b\u672c\u30da\u30fc\u30b8\u306e\u5185\u5bb9\u306f\u3001\u500b\u4eba\u7684\u306a\u5b66\u7fd2\u304a\u3088\u3073\u60c5\u5831\u6574\u7406\u3092\u76ee\u7684\u3068\u3057\u3066\u63d0\u4f9b\u3057\u3066\u3044\u308b\u3082\u306e\u3067\u3042\u308a\u3001\u305d\u306e\u6b63\u78ba\u6027\u3001\u5b8c\u5168\u6027\u3001\u6709\u7528\u6027\u7b49\u306b\u3064\u3044\u3066\u3044\u304b\u306a\u308b\u4fdd\u8a3c\u3082\u884c\u3044\u307e\u305b\u3093\u3002\u672c\u30da\u30fc\u30b8\u306e\u60c5\u5831\u3092\u5229\u7528\u3057\u305f\u3053\u3068\u3001\u307e\u305f\u306f\u5229\u7528\u3067\u304d\u306a\u304b\u3063\u305f\u3053\u3068\u306b\u3088\u3063\u3066\u767a\u751f\u3057\u305f\u640d\u5bb3\uff08\u76f4\u63a5\u7684\u30fb\u9593\u63a5\u7684\u30fb\u7279\u5225\u30fb\u5076\u767a\u7684\u30fb\u7d50\u679c\u7684\u640d\u5bb3\u3092\u542b\u307f\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306b\u9650\u308a\u307e\u305b\u3093\uff09\u306b\u3064\u3044\u3066\u3001\u5f53\u65b9\u306f\u4e00\u5207\u8cac\u4efb\u3092\u8ca0\u3044\u307e\u305b\u3093\u3002\u3054\u5229\u7528\u306f\u5229\u7528\u8005\u3054\u81ea\u8eab\u306e\u8cac\u4efb\u3067\u304a\u9858\u3044\u3044\u305f\u3057\u307e\u3059\u3002<\/strong><\/p>\n","protected":false},"excerpt":{"rendered":" 4. \u30c7\u30fc\u30bf\u524d\u51e6\u7406 4.2 \u6b63\u898f\u5316\u30fb\u6a19\u6e96\u5316 \u89b3\u6e2c\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001\u305d\u306e\u307e\u307e\u3067\u306f\u5358\u4f4d\u3084\u6841\u304c\u3070\u3089\u3070\u3089\u3067\u3001\u6bd4\u8f03\u3084\u5b66\u7fd2\u306b\u4e0d\u5229\u306a\u3053\u3068\u304c\u591a\u3044\u3002\u305d\u3053\u3067\u3001\u5024\u306e\u30b9\u30b1\u30fc\u30eb\uff08\u5927\u304d\u3055\u306e\u5c3a\u5ea6\uff09\u3092\u6574\u3048\u308b\u51e6\u7406\u304c\u5fc5\u8981\u306b\u306a\u308b\u3002\u4ee3\u8868\u7684\u306a\u306e\u304c\u300c\u6b63\u898f\u5316\u300d\u3068\u300c\u6a19\u2026<\/p>\n","protected":false},"author":1,"featured_media":571,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[8],"tags":[],"class_list":["post-626","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-research"],"_links":{"self":[{"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=\/wp\/v2\/posts\/626","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=626"}],"version-history":[{"count":2,"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=\/wp\/v2\/posts\/626\/revisions"}],"predecessor-version":[{"id":789,"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=\/wp\/v2\/posts\/626\/revisions\/789"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=\/wp\/v2\/media\/571"}],"wp:attachment":[{"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=626"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=626"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.shin-ichi.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=626"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}