**\u7279\u5fb4\u6bd4\u8f03\u3068\u306f\u3069\u306e\u3088\u3046\u306b\u5b9a\u7fa9\u3055\u308c\u308b\u306e\u304b\uff1f**
\n\u7279\u5fb4\u6bd4\u8f03\u3068\u306f<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\uff08\u3068\u304f\u3061\u3087\u3046\u3072\u304b\u304f\uff09\u3068\u306f\u3001\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u3084\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u6301\u3064\u7279\u6027\uff08\u7279\u5fb4\uff09\u3092\u62bd\u51fa\u3057\u3001\u305d\u308c\u3089\u3092\u57fa\u306b\u76f8\u4e92\u306b\u6bd4\u8f03\u30fb\u5206\u6790\u3059\u308b\u624b\u6cd5\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306f\u3001\u7570\u306a\u308b\u5bfe\u8c61\u9593\u306e\u985e\u4f3c\u70b9\u3084\u76f8\u9055\u70b9\u3092\u660e\u3089\u304b\u306b\u3057\u3001\u5206\u985e\u3001\u8a8d\u8b58\u3001\u4e88\u6e2c\u306a\u3069\u69d8\u3005\u306a\u76ee\u7684\u3067\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u624b\u6cd5\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u753b\u50cf\u8a8d\u8b58\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3001\u7d71\u8a08\u5206\u6790\u306a\u3069\u591a\u5c90\u306b\u308f\u305f\u308b\u5206\u91ce\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306e\u5b9a\u7fa9<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306f\u3001\u4ee5\u4e0b\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u542b\u307f\u307e\u3059\u3000<\/p>\n
\u7279\u5fb4\u62bd\u51fa\u3000\u5bfe\u8c61\u3068\u306a\u308b\u30c7\u30fc\u30bf\u304b\u3089\u7279\u5fb4\u91cf\uff08\u7279\u5fb4\uff09\u3092\u9078\u5b9a\u30fb\u62bd\u51fa\u3059\u308b\u5de5\u7a0b\u3002<\/p>\n
\u7279\u5fb4\u91cf\u306f\u3001\u30c7\u30fc\u30bf\u306e\u672c\u8cea\u7684\u306a\u60c5\u5831\u3092\u6349\u3048\u308b\u6307\u6a19\u3067\u3042\u308a\u3001\u6570\u5024\u5316\u53ef\u80fd\u306a\u3082\u306e\u304c\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n
\u7279\u5fb4\u91cf\u306e\u8868\u73fe\u3000\u62bd\u51fa\u3055\u308c\u305f\u7279\u5fb4\u91cf\u3092\u7d71\u4e00\u3055\u308c\u305f\u5f62\u5f0f\u3084\u30b9\u30b1\u30fc\u30eb\u306b\u5909\u63db\u3057\u3001\u6bd4\u8f03\u53ef\u80fd\u306a\u72b6\u614b\u306b\u6574\u3048\u308b\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u6b63\u898f\u5316\u3084\u6a19\u6e96\u5316\u3092\u884c\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u6bd4\u8f03\u624b\u6cd5\u306e\u9069\u7528\u3000\u7279\u5fb4\u91cf\u9593\u306e\u985e\u4f3c\u5ea6\u3084\u76f8\u9055\u5ea6\u3092\u6e2c\u5b9a\u3059\u308b\u305f\u3081\u306e\u6570\u5024\u7684\u306a\u624b\u6cd5\uff08\u8ddd\u96e2\u5c3a\u5ea6\u3084\u985e\u4f3c\u5ea6\u6307\u6a19\uff09\u3092\u7528\u3044\u3066\u3001\u5bfe\u8c61\u9593\u306e\u6bd4\u8f03\u3092\u884c\u3046\u3002<\/p>\n
\u5206\u6790\u3068\u8a55\u4fa1\u3000\u5f97\u3089\u308c\u305f\u6bd4\u8f03\u7d50\u679c\u3092\u57fa\u306b\u3001\u5bfe\u8c61\u306e\u5206\u985e\u3084\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3001\u7570\u5e38\u691c\u77e5\u306a\u3069\u306e\u76ee\u7684\u306b\u5fdc\u3058\u305f\u5206\u6790\u3092\u884c\u3044\u3001\u7d50\u679c\u3092\u8a55\u4fa1\u30fb\u89e3\u91c8\u3059\u308b\u3002<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306e\u624b\u6cd5<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306b\u306f\u69d8\u3005\u306a\u624b\u6cd5\u304c\u5b58\u5728\u3057\u307e\u3059\u304c\u3001\u4ee3\u8868\u7684\u306a\u3082\u306e\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u8ddd\u96e2\u5c3a\u5ea6\u3092\u7528\u3044\u305f\u6bd4\u8f03<\/p>\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3000\u591a\u6b21\u5143\u7a7a\u9593\u306b\u304a\u3051\u308b2\u70b9\u9593\u306e\u76f4\u7dda\u8ddd\u96e2\u3002<\/p>\n
\u30b7\u30f3\u30d7\u30eb\u3067\u5e83\u304f\u7528\u3044\u3089\u308c\u308b\u3002<\/p>\n
\u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\u3000\u8ef8\u306b\u5e73\u884c\u306a\u8ddd\u96e2\u306e\u7dcf\u548c\u3002<\/p>\n
\u90fd\u5e02\u306e\u683c\u5b50\u72b6\u306e\u901a\u308a\u306b\u4f8b\u3048\u3089\u308c\u308b\u3002<\/p>\n
\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3000\u30d9\u30af\u30c8\u30eb\u9593\u306e\u89d2\u5ea6\u3092\u57fa\u306b\u985e\u4f3c\u5ea6\u3092\u6e2c\u5b9a\u3002<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u8a55\u4fa1\u306b\u6709\u52b9\u3002<\/p>\n
\u7d71\u8a08\u7684\u624b\u6cd5<\/p>\n
\u76f8\u95a2\u4fc2\u6570\u30002\u3064\u306e\u7279\u5fb4\u91cf\u9593\u306e\u7dda\u5f62\u95a2\u4fc2\u306e\u5f37\u3055\u3092\u6e2c\u5b9a\u3002<\/p>\n
\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\u3084\u30b9\u30d4\u30a2\u30de\u30f3\u9806\u4f4d\u76f8\u95a2\u4fc2\u6570\u306a\u3069\u304c\u3042\u308b\u3002<\/p>\n
t\u691c\u5b9a\u30fbANOVA\u3000\u7570\u306a\u308b\u30b0\u30eb\u30fc\u30d7\u9593\u3067\u306e\u7279\u5fb4\u91cf\u306e\u5dee\u7570\u3092\u7d71\u8a08\u7684\u306b\u691c\u8a3c\u3002<\/p>\n
\u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306e\u624b\u6cd5<\/p>\n
\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3000\u985e\u4f3c\u3057\u305f\u7279\u5fb4\u3092\u6301\u3064\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3002<\/p>\n
K-means\u3084\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u304c\u4ee3\u8868\u4f8b\u3002<\/p>\n
\u5206\u985e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3000\u7279\u5fb4\u91cf\u3092\u57fa\u306b\u30c7\u30fc\u30bf\u3092\u30ab\u30c6\u30b4\u30ea\u306b\u5206\u985e\u3002<\/p>\n
SVM\u3001\u6c7a\u5b9a\u6728\u3001\u30e9\u30f3\u30c0\u30e0\u30d5\u30a9\u30ec\u30b9\u30c8\u306a\u3069\u304c\u7528\u3044\u3089\u308c\u308b\u3002<\/p>\n
\u6b21\u5143\u524a\u6e1b\u624b\u6cd5<\/p>\n
\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u3000\u30c7\u30fc\u30bf\u306e\u5206\u6563\u3092\u6700\u5927\u5316\u3059\u308b\u65b9\u5411\u306b\u8ef8\u3092\u5909\u63db\u3057\u3001\u6b21\u5143\u3092\u524a\u6e1b\u3002<\/p>\n
t-SNE\u3000\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3092\u4f4e\u6b21\u5143\u7a7a\u9593\u306b\u975e\u7dda\u5f62\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3001\u8996\u899a\u7684\u306a\u985e\u4f3c\u6027\u3092\u4fdd\u3064\u3002<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306e\u5fdc\u7528\u4f8b<\/p>\n
\u753b\u50cf\u8a8d\u8b58<\/p>\n
\u753b\u50cf\u5185\u306e\u7279\u5fb4\uff08\u30a8\u30c3\u30b8\u3001\u8272\u5f69\u3001\u5f62\u72b6\u306a\u3069\uff09\u3092\u62bd\u51fa\u3057\u3001\u4ed6\u306e\u753b\u50cf\u3068\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u7269\u4f53\u8a8d\u8b58\u3084\u9854\u8a8d\u8b58\u3092\u884c\u3046\u3002<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u7279\u5fb4\uff08\u5358\u8a9e\u306e\u51fa\u73fe\u983b\u5ea6\u3001\u6587\u8108\u60c5\u5831\u306a\u3069\uff09\u3092\u6bd4\u8f03\u3057\u3001\u6587\u7ae0\u306e\u985e\u4f3c\u6027\u3084\u611f\u60c5\u5206\u6790\u3092\u5b9f\u65bd\u3002<\/p>\n
\u63a8\u85a6\u30b7\u30b9\u30c6\u30e0<\/p>\n
\u30e6\u30fc\u30b6\u30fc\u306e\u904e\u53bb\u306e\u884c\u52d5\u3084\u55dc\u597d\u306e\u7279\u5fb4\u3092\u6bd4\u8f03\u3057\u3001\u985e\u4f3c\u3057\u305f\u30e6\u30fc\u30b6\u30fc\u3084\u30a2\u30a4\u30c6\u30e0\u3092\u57fa\u306b\u63a8\u85a6\u3092\u884c\u3046\u3002<\/p>\n
\u30d0\u30a4\u30aa\u60c5\u5831\u5b66<\/p>\n
\u907a\u4f1d\u5b50\u3084\u30bf\u30f3\u30d1\u30af\u8cea\u306e\u7279\u6027\u3092\u6bd4\u8f03\u3057\u3001\u9032\u5316\u7684\u306a\u95a2\u4fc2\u6027\u3084\u6a5f\u80fd\u7684\u306a\u985e\u4f3c\u6027\u3092\u89e3\u6790\u3002<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306e\u6839\u62e0<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306e\u6709\u52b9\u6027\u306f\u3001\u591a\u304f\u306e\u7814\u7a76\u3084\u5b9f\u8df5\u3092\u901a\u3058\u3066\u5b9f\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7279\u306b\u3001\u30d1\u30bf\u30fc\u30f3\u8a8d\u8b58\u3084\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u3067\u306f\u3001\u9069\u5207\u306a\u7279\u5fb4\u9078\u629e\u3068\u6bd4\u8f03\u624b\u6cd5\u306e\u9078\u5b9a\u304c\u30e2\u30c7\u30eb\u306e\u6027\u80fd\u5411\u4e0a\u306b\u76f4\u7d50\u3059\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u753b\u50cf\u8a8d\u8b58\u306b\u304a\u3051\u308b\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u3001\u968e\u5c64\u7684\u306a\u7279\u5fb4\u62bd\u51fa\u3068\u6bd4\u8f03\u3092\u901a\u3058\u3066\u9ad8\u7cbe\u5ea6\u306a\u8a8d\u8b58\u304c\u53ef\u80fd\u3068\u306a\u3063\u3066\u3044\u307e\u3059\uff08LeCun et al., 2015\uff09\u3002<\/p>\n
\u307e\u305f\u3001\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3067\u306f\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3092\u7528\u3044\u305f\u30c6\u30ad\u30b9\u30c8\u985e\u4f3c\u5ea6\u8a08\u7b97\u304c\u60c5\u5831\u691c\u7d22\u3084\u6587\u66f8\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3067\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\uff08Manning et al., 2008\uff09\u3002<\/p>\n
\u3055\u3089\u306b\u3001\u7d71\u8a08\u7684\u624b\u6cd5\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u7406\u8ad6\u7684\u306a\u57fa\u76e4\u3082\u3001\u7279\u5fb4\u6bd4\u8f03\u306e\u4fe1\u983c\u6027\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u4e3b\u6210\u5206\u5206\u6790\uff08PCA\uff09\u306f\u7dda\u5f62\u4ee3\u6570\u306b\u57fa\u3065\u304f\u624b\u6cd5\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6563\u3092\u6700\u5927\u5316\u3059\u308b\u65b9\u5411\u3092\u898b\u3064\u3051\u51fa\u3059\u7406\u8ad6\u7684\u6839\u62e0\u304c\u3042\u308a\u307e\u3059\uff08Jolliffe, 2002\uff09\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u6b21\u5143\u524a\u6e1b\u5f8c\u306e\u7279\u5fb4\u6bd4\u8f03\u304c\u610f\u5473\u306e\u3042\u308b\u7d50\u679c\u3092\u5c0e\u304f\u3053\u3068\u304c\u4fdd\u8a3c\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7d50\u8ad6<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u306f\u3001\u30c7\u30fc\u30bf\u3084\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7279\u6027\u3092\u660e\u78ba\u306b\u6349\u3048\u3001\u76f8\u4e92\u306e\u95a2\u4fc2\u6027\u3092\u7406\u89e3\u3059\u308b\u305f\u3081\u306e\u57fa\u672c\u7684\u304b\u3064\u5f37\u529b\u306a\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u9069\u5207\u306a\u7279\u5fb4\u9078\u629e\u3068\u6bd4\u8f03\u624b\u6cd5\u306e\u9078\u5b9a\u306b\u3088\u308a\u3001\u591a\u69d8\u306a\u5206\u91ce\u3067\u306e\u554f\u984c\u89e3\u6c7a\u3084\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n
\u7d99\u7d9a\u7684\u306a\u7814\u7a76\u3068\u6280\u8853\u306e\u9032\u6b69\u306b\u3088\u308a\u3001\u7279\u5fb4\u6bd4\u8f03\u306e\u624b\u6cd5\u306f\u307e\u3059\u307e\u3059\u6d17\u7df4\u3055\u308c\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u89e3\u6790\u306b\u304a\u3044\u3066\u3082\u305d\u306e\u6709\u7528\u6027\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u53c2\u8003\u6587\u732e
\n– LeCun, Y., Bengio, Y., & Hinton, G. (2015). Deep learning. Nature, 521(7553), 436-444.
\n– Manning, C. D., Raghavan, P., & Sch\u00fctze, H. (2008). Introduction to Information Retrieval. Cambridge University Press.
\n– Jolliffe, I. T. (2002). Principal Component Analysis. Springer.<\/p>\n
**\u4e3b\u8981\u306a\u7279\u5fb4\u6bd4\u8f03\u624b\u6cd5\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u304c\u3042\u308b\u306e\u304b\uff1f**
\n\u7279\u5fb4\u6bd4\u8f03\u306e\u624b\u6cd5\u306f\u3001\u591a\u69d8\u306a\u5206\u91ce\u3067\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u3084\u5dee\u7570\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u8981\u306a\u7279\u5fb4\u6bd4\u8f03\u624b\u6cd5\u3068\u305d\u306e\u7a2e\u985e\u3001\u306a\u3089\u3073\u306b\u305d\u308c\u305e\u308c\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
1. \u8ddd\u96e2\u30d9\u30fc\u30b9\u306e\u6bd4\u8f03\u624b\u6cd5<\/p>\n
a. \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\uff08Euclidean Distance\uff09
\n\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306f\u3001\u76f4\u7dda\u8ddd\u96e2\u3068\u3057\u3066\u77e5\u3089\u308c\u3001\u4e8c\u3064\u306e\u70b9\u9593\u306e\u6700\u77ed\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n
\u6570\u5f0f\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n
[ d(mathbf{A}, mathbf{B}) = sqrt{sum{i=1}^{n} (Ai – B_i)^2} ]<\/p>\n
\u6839\u62e0 \u5b9f\u6570\u7a7a\u9593\u306b\u304a\u3051\u308b\u81ea\u7136\u306a\u8ddd\u96e2\u611f\u3092\u53cd\u6620\u3057\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u4f8b\u3000K\u8fd1\u508d\u6cd5\u3001\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff09\u3067\u57fa\u790e\u7684\u306a\u8ddd\u96e2\u5c3a\u5ea6\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
b. \u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\uff08Manhattan Distance\uff09
\n\u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\u306f\u3001\u30b0\u30ea\u30c3\u30c9\u72b6\u306e\u9053\u8def\u3092\u79fb\u52d5\u3059\u308b\u969b\u306e\u8ddd\u96e2\u3068\u3057\u3066\u30a4\u30e1\u30fc\u30b8\u3055\u308c\u3001\u8ef8\u306b\u6cbf\u3063\u305f\u8ddd\u96e2\u306e\u7dcf\u548c\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n
[ d(mathbf{A}, mathbf{B}) = sum{i=1}^{n} |Ai – B_i| ]<\/p>\n
\u6839\u62e0 \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3068\u6bd4\u8f03\u3057\u3066\u3001\u8ef8\u306b\u5e73\u884c\u306a\u52d5\u304d\u3092\u91cd\u8996\u3059\u308b\u5834\u5408\u306b\u6709\u52b9\u3067\u3001\u7279\u306b\u9ad8\u6b21\u5143\u7a7a\u9593\u3067\u306e\u8a08\u7b97\u304c\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n
c. \u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\uff08Cosine Similarity\uff09
\n\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306f\u3001\u4e8c\u3064\u306e\u30d9\u30af\u30c8\u30eb\u9593\u306e\u89d2\u5ea6\u3092\u6e2c\u5b9a\u3057\u3001\u65b9\u5411\u306e\u985e\u4f3c\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
[ text{Cosine Similarity} = frac{mathbf{A} cdot mathbf{B}}{||mathbf{A}|| , ||mathbf{B}||} ]<\/p>\n
\u6839\u62e0 \u30d9\u30af\u30c8\u30eb\u306e\u5927\u304d\u3055\u3067\u306f\u306a\u304f\u65b9\u5411\u6027\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u305f\u3081\u3001\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u3084\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3067\u306e\u7279\u5fb4\u6bd4\u8f03\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
d. \u30c1\u30a7\u30d3\u30b7\u30a7\u30d5\u8ddd\u96e2\uff08Chebyshev Distance\uff09
\n\u30c1\u30a7\u30d3\u30b7\u30a7\u30d5\u8ddd\u96e2\u306f\u3001\u5404\u6b21\u5143\u3067\u306e\u6700\u5927\u5dee\u7570\u3092\u8ddd\u96e2\u3068\u3057\u307e\u3059\u3002<\/p>\n
[ d(mathbf{A}, mathbf{B}) = max{i} |Ai – B_i| ]<\/p>\n
\u6839\u62e0 \u30dc\u30fc\u30c9\u30b2\u30fc\u30e0\u306e\u79fb\u52d5\u8ddd\u96e2\u306a\u3069\u3001\u6700\u5927\u4e00\u65b9\u5411\u306e\u52d5\u304d\u304c\u652f\u914d\u7684\u306a\u5834\u5408\u306b\u6709\u7528\u3067\u3059\u3002<\/p>\n
2. \u76f8\u95a2\u30d9\u30fc\u30b9\u306e\u6bd4\u8f03\u624b\u6cd5<\/p>\n
a. \u30d4\u30a2\u30bd\u30f3\u306e\u76f8\u95a2\u4fc2\u6570\uff08Pearson Correlation Coefficient\uff09
\n\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\u306f\u3001\u4e8c\u3064\u306e\u5909\u6570\u9593\u306e\u7dda\u5f62\u95a2\u4fc2\u306e\u5f37\u3055\u3068\u65b9\u5411\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
[ r = frac{sum (Ai – bar{A})(Bi – bar{B})}{sqrt{sum (Ai – bar{A})^2 sum (Bi – bar{B})^2}}} ]<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3044\u3001\u7dda\u5f62\u95a2\u4fc2\u3092\u4eee\u5b9a\u3067\u304d\u308b\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7279\u5fb4\u9593\u306e\u76f8\u95a2\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u6709\u7528\u3067\u3059\u3002<\/p>\n
b. \u30b9\u30d4\u30a2\u30de\u30f3\u306e\u9806\u4f4d\u76f8\u95a2\u4fc2\u6570\uff08Spearman’s Rank Correlation\uff09
\n\u30b9\u30d4\u30a2\u30de\u30f3\u76f8\u95a2\u306f\u3001\u30c7\u30fc\u30bf\u306e\u9806\u4f4d\u306b\u57fa\u3065\u304f\u76f8\u95a2\u3092\u6e2c\u5b9a\u3057\u3001\u975e\u7dda\u5f62\u95a2\u4fc2\u306b\u3082\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n
[ rs = 1 – frac{6 sum di^2}{n(n^2 – 1)} ]<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u304c\u975e\u7dda\u5f62\u3067\u3082\u9806\u4f4d\u306b\u57fa\u3065\u304f\u95a2\u4fc2\u3092\u8a55\u4fa1\u3067\u304d\u308b\u305f\u3081\u3001\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u304c\u9069\u3055\u306a\u3044\u5834\u5408\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
3. \u7d71\u8a08\u7684\u624b\u6cd5<\/p>\n
a. \u4e3b\u6210\u5206\u5206\u6790\uff08Principal Component Analysis, PCA\uff09
\nPCA\u306f\u3001\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3092\u4f4e\u6b21\u5143\u306b\u5727\u7e2e\u3057\u3001\u4e3b\u8981\u306a\u5909\u52d5\u8981\u56e0\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u306e\u6b21\u5143\u524a\u6e1b\u3092\u901a\u3058\u3066\u3001\u7279\u5fb4\u9593\u306e\u95a2\u4fc2\u6027\u3092\u8996\u899a\u7684\u306b\u7406\u89e3\u3057\u3084\u3059\u304f\u3057\u3001\u6bd4\u8f03\u3092\u5bb9\u6613\u306b\u3057\u307e\u3059\u3002<\/p>\n
b. \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff08Clustering\uff09
\n\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5\uff08\u4f8b\u3000k-means\u3001\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\uff09\u306f\u3001\u30c7\u30fc\u30bf\u3092\u985e\u4f3c\u6027\u306b\u57fa\u3065\u3044\u3066\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u7279\u5fb4\u9593\u306e\u985e\u4f3c\u6027\u3092\u57fa\u306b\u30c7\u30fc\u30bf\u3092\u5206\u985e\u3059\u308b\u3053\u3068\u3067\u3001\u30b0\u30eb\u30fc\u30d7\u5185\u306e\u4e00\u8cab\u6027\u3068\u30b0\u30eb\u30fc\u30d7\u9593\u306e\u5dee\u7570\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002<\/p>\n
4. \u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306e\u624b\u6cd5<\/p>\n
a. \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08Support Vector Machine, SVM\uff09
\nSVM\u306f\u3001\u7279\u5fb4\u7a7a\u9593\u3067\u30c7\u30fc\u30bf\u3092\u5206\u96e2\u3059\u308b\u6700\u9069\u306a\u30cf\u30a4\u30d1\u30fc\u30d7\u30ec\u30fc\u30f3\u3092\u898b\u3064\u3051\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u9593\u306e\u30de\u30fc\u30b8\u30f3\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u3044\u8b58\u5225\u6027\u80fd\u3092\u767a\u63ee\u3057\u3001\u7279\u5fb4\u9593\u306e\u5883\u754c\u3092\u660e\u78ba\u306b\u3057\u307e\u3059\u3002<\/p>\n
b. \u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08Neural Networks\uff09
\n\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306f\u3001\u591a\u5c64\u306e\u30d1\u30fc\u30bb\u30d7\u30c8\u30ed\u30f3\u3092\u7528\u3044\u3066\u3001\u7279\u5fb4\u9593\u306e\u8907\u96d1\u306a\u95a2\u4fc2\u3092\u30e2\u30c7\u30eb\u5316\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u975e\u7dda\u5f62\u306a\u7279\u5fb4\u9593\u306e\u95a2\u4fc2\u6027\u3092\u6349\u3048\u308b\u80fd\u529b\u304c\u9ad8\u304f\u3001\u753b\u50cf\u8a8d\u8b58\u3084\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306a\u3069\u591a\u69d8\u306a\u5fdc\u7528\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
5. \u305d\u306e\u4ed6\u306e\u624b\u6cd5<\/p>\n
a. \u30cf\u30df\u30f3\u30b0\u8ddd\u96e2\uff08Hamming Distance\uff09
\n\u30cf\u30df\u30f3\u30b0\u8ddd\u96e2\u306f\u3001\u540c\u3058\u9577\u3055\u306e\u4e8c\u3064\u306e\u6587\u5b57\u5217\u9593\u3067\u7570\u306a\u308b\u4f4d\u7f6e\u306e\u6570\u3092\u6570\u3048\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u3084\u6587\u5b57\u5217\u30c7\u30fc\u30bf\u306e\u6bd4\u8f03\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u30a8\u30e9\u30fc\u30c1\u30a7\u30c3\u30af\u3084\u7b26\u53f7\u7406\u8ad6\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
b. \u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\uff08Mahalanobis Distance\uff09
\n\u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5171\u5206\u6563\u3092\u8003\u616e\u3057\u3001\u591a\u5909\u91cf\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u7570\u5e38\u5024\u691c\u51fa\u306a\u3069\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
[ D_M(mathbf{x}) = sqrt{(mathbf{x} – mathbf{mu})^T mathbf{S}^{-1} (mathbf{x} – mathbf{mu})} ]<\/p>\n
\u6839\u62e0 \u7279\u5fb4\u9593\u306e\u76f8\u95a2\u3092\u8003\u616e\u3059\u308b\u3053\u3068\u3067\u3001\u7570\u306a\u308b\u30b9\u30b1\u30fc\u30eb\u3084\u76f8\u95a2\u3092\u6301\u3064\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u52b9\u679c\u7684\u306a\u6bd4\u8f03\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u7d50\u8ad6<\/p>\n
\u7279\u5fb4\u6bd4\u8f03\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3084\u76ee\u7684\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u624b\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u8ddd\u96e2\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u306f\u76f4\u611f\u7684\u3067\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u76f8\u95a2\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u306f\u7279\u5fb4\u9593\u306e\u95a2\u4fc2\u6027\u3092\u6df1\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u7d71\u8a08\u7684\u624b\u6cd5\u3084\u6a5f\u68b0\u5b66\u7fd2\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u306f\u3001\u3088\u308a\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3084\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u306b\u5bfe\u3057\u3066\u5f37\u529b\u306a\u6bd4\u8f03\u624b\u6bb5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u306e\u9078\u629e\u3068\u9069\u7528\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u30e2\u30c7\u30eb\u69cb\u7bc9\u306e\u7cbe\u5ea6\u3068\u52b9\u7387\u306b\u76f4\u7d50\u3059\u308b\u305f\u3081\u3001\u6839\u62e0\u3092\u7406\u89e3\u3057\u305f\u4e0a\u3067\u9069\u5207\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n
**\u5404\u6bd4\u8f03\u624b\u6cd5\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u306f\u4f55\u304b\uff1f**
\n\u7279\u5fb4\u6bd4\u8f03\u306e\u624b\u6cd5\u306b\u306f\u69d8\u3005\u306a\u3082\u306e\u304c\u3042\u308a\u3001\u305d\u308c\u305e\u308c\u306b\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u8981\u306a\u6bd4\u8f03\u624b\u6cd5\u3068\u305d\u306e\u5229\u70b9\u30fb\u6b20\u70b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
1. \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\uff08Euclidean Distance\uff09<\/p>\n
\u30e1\u30ea\u30c3\u30c8
\n– \u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684 2\u70b9\u9593\u306e\u76f4\u7dda\u8ddd\u96e2\u3068\u3057\u3066\u7406\u89e3\u3057\u3084\u3059\u304f\u3001\u8a08\u7b97\u3082\u5bb9\u6613\u3067\u3059\u3002<\/p>\n
– \u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b \u591a\u304f\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u4f8b\u3000k-NN\u3001k-means\uff09\u3067\u57fa\u672c\u7684\u306a\u8ddd\u96e2\u6e2c\u5b9a\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8
\n– \u30b9\u30b1\u30fc\u30eb\u306b\u654f\u611f \u7279\u5fb4\u91cf\u306e\u30b9\u30b1\u30fc\u30eb\u304c\u7570\u306a\u308b\u5834\u5408\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
– \u9ad8\u6b21\u5143\u3067\u306f\u52b9\u679c\u4f4e\u4e0b \u6b21\u5143\u304c\u5897\u3048\u308b\u3068\u300c\u8ddd\u96e2\u300d\u304c\u5747\u4e00\u306b\u306a\u308a\u3001\u610f\u5473\u306e\u3042\u308b\u6bd4\u8f03\u304c\u96e3\u3057\u304f\u306a\u308a\u307e\u3059\uff08\u6b21\u5143\u306e\u546a\u3044\uff09\u3002<\/p>\n
\u6839\u62e0
\n\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306f\u5404\u7279\u5fb4\u306e\u5dee\u306e\u4e8c\u4e57\u548c\u306e\u5e73\u65b9\u6839\u3067\u8a08\u7b97\u3055\u308c\u308b\u305f\u3081\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3084\u3059\u304f\u3001\u9ad8\u6b21\u5143\u7a7a\u9593\u3067\u306f\u8ddd\u96e2\u306e\u5dee\u7570\u304c\u5c0f\u3055\u304f\u306a\u308b\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
2. \u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\uff08Manhattan Distance\uff09<\/p>\n
\u30e1\u30ea\u30c3\u30c8
\n– \u30a2\u30a6\u30c8\u30e9\u30a4\u30a2\u306b\u5bfe\u3057\u3066\u30ed\u30d0\u30b9\u30c8 \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3088\u308a\u3082\u30a2\u30a6\u30c8\u30e9\u30a4\u30a2\u306e\u5f71\u97ff\u304c\u5c11\u306a\u3044\u3067\u3059\u3002<\/p>\n
– \u9ad8\u6b21\u5143\u3067\u3082\u6bd4\u8f03\u7684\u6709\u52b9 \u6b21\u5143\u304c\u5897\u3048\u3066\u3082\u8ddd\u96e2\u306e\u5dee\u7570\u304c\u4fdd\u6301\u3055\u308c\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8
\n– \u76f4\u611f\u7684\u3067\u306a\u3044\u5834\u5408\u3082 \u5b9f\u969b\u306e\u7a7a\u9593\u3068\u306f\u7570\u306a\u308b\u8ddd\u96e2\u611f\u3092\u6301\u3064\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
– \u30b9\u30b1\u30fc\u30eb\u4f9d\u5b58 \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u540c\u69d8\u3001\u7279\u5fb4\u91cf\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\u306f\u5404\u8ef8\u306b\u6cbf\u3063\u305f\u8ddd\u96e2\u306e\u5408\u8a08\u3067\u8a08\u7b97\u3055\u308c\u308b\u305f\u3081\u3001\u7279\u5b9a\u306e\u8ef8\u3067\u306e\u5909\u52d5\u304c\u5168\u4f53\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u304c\u5e73\u7b49\u3067\u3059\u3002<\/p>\n
3. \u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\uff08Cosine Similarity\uff09<\/p>\n
\u30e1\u30ea\u30c3\u30c8
\n– \u65b9\u5411\u306b\u7126\u70b9 \u30d9\u30af\u30c8\u30eb\u306e\u5411\u304d\u3092\u8a55\u4fa1\u3059\u308b\u305f\u3081\u3001\u30b5\u30a4\u30ba\uff08\u9577\u3055\uff09\u306e\u9055\u3044\u306b\u5f71\u97ff\u3055\u308c\u307e\u305b\u3093\u3002<\/p>\n
– \u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u306b\u9069\u7528\u53ef\u80fd \u7279\u306b\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u5ea6\u8a55\u4fa1\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8
\n– \u5927\u304d\u3055\u306e\u60c5\u5831\u3092\u7121\u8996 \u30d9\u30af\u30c8\u30eb\u306e\u5927\u304d\u3055\uff08\u30b9\u30b1\u30fc\u30eb\uff09\u304c\u91cd\u8981\u306a\u5834\u5408\u3001\u60c5\u5831\u304c\u5931\u308f\u308c\u307e\u3059\u3002<\/p>\n
– \u30bc\u30ed\u30d9\u30af\u30c8\u30eb\u306b\u5bfe\u3059\u308b\u4e0d\u9069\u5207\u3055 \u30d9\u30af\u30c8\u30eb\u306e\u5927\u304d\u3055\u304c\u30bc\u30ed\u306e\u5834\u5408\u3001\u985e\u4f3c\u5ea6\u304c\u5b9a\u7fa9\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n
\u6839\u62e0
\n\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306f\u30d9\u30af\u30c8\u30eb\u306e\u5185\u7a4d\u3092\u305d\u308c\u305e\u308c\u306e\u5927\u304d\u3055\u3067\u5272\u308b\u3053\u3068\u3067\u8a08\u7b97\u3055\u308c\u3001\u65b9\u5411\u6027\u306e\u307f\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
4. \u30d4\u30a2\u30bd\u30f3\u306e\u76f8\u95a2\u4fc2\u6570\uff08Pearson Correlation Coefficient\uff09<\/p>\n
\u30e1\u30ea\u30c3\u30c8
\n– \u7dda\u5f62\u95a2\u4fc2\u3092\u6349\u3048\u308b \u7279\u5fb4\u9593\u306e\u7dda\u5f62\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u660e\u78ba\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n
– \u30b9\u30b1\u30fc\u30eb\u306b\u4f9d\u5b58\u3057\u306a\u3044 \u6a19\u6e96\u5316\u3055\u308c\u305f\u5024\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u9055\u3044\u3092\u6c17\u306b\u305b\u305a\u6bd4\u8f03\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8
\n– \u975e\u7dda\u5f62\u95a2\u4fc2\u306b\u5f31\u3044 \u7dda\u5f62\u3067\u306a\u3044\u4f9d\u5b58\u95a2\u4fc2\u306f\u6349\u3048\u3089\u308c\u307e\u305b\u3093\u3002<\/p>\n
– \u30a2\u30a6\u30c8\u30e9\u30a4\u30a2\u306b\u654f\u611f \u7570\u5e38\u5024\u304c\u7d50\u679c\u306b\u5927\u304d\u304f\u5f71\u97ff\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u4fc2\u6570\u306f\u5171\u5206\u6563\u3092\u5404\u7279\u5fb4\u306e\u6a19\u6e96\u504f\u5dee\u3067\u5272\u308b\u3053\u3068\u3067\u8a08\u7b97\u3055\u308c\u3001\u4e8c\u3064\u306e\u5909\u6570\u9593\u306e\u76f4\u7dda\u7684\u306a\u95a2\u4fc2\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
5. \u30b8\u30e3\u30c3\u30ab\u30fc\u30c9\u4fc2\u6570\uff08Jaccard Similarity\uff09<\/p>\n
\u30e1\u30ea\u30c3\u30c8
\n– \u96c6\u5408\u30c7\u30fc\u30bf\u306b\u9069\u7528\u53ef\u80fd \u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u3084\u30ab\u30c6\u30b4\u30ea\u30ab\u30eb\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u5ea6\u8a55\u4fa1\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
– \u8a08\u7b97\u304c\u7c21\u5358 \u5171\u901a\u90e8\u5206\u3068\u5408\u4f75\u90e8\u5206\u306e\u6bd4\u7387\u3067\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8
\n– \u6570\u5024\u30c7\u30fc\u30bf\u306b\u306f\u4e0d\u5411\u304d \u5927\u304d\u3055\u3084\u983b\u5ea6\u60c5\u5831\u3092\u8003\u616e\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n
– \u90e8\u5206\u7684\u306a\u985e\u4f3c\u5ea6\u3092\u6349\u3048\u306b\u304f\u3044 \u5b8c\u5168\u306a\u4e00\u81f4\u3084\u4e0d\u4e00\u81f4\u306b\u91cd\u70b9\u3092\u7f6e\u304f\u305f\u3081\u3001\u90e8\u5206\u7684\u306a\u4e00\u81f4\u306e\u8a55\u4fa1\u304c\u96e3\u3057\u3044\u3067\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u30b8\u30e3\u30c3\u30ab\u30fc\u30c9\u4fc2\u6570\u306f\u5171\u901a\u3059\u308b\u7279\u5fb4\u306e\u6570\u3092\u5168\u3066\u306e\u7279\u5fb4\u306e\u96c6\u5408\u3067\u5272\u308b\u3053\u3068\u3067\u8a08\u7b97\u3055\u308c\u3001\u96c6\u5408\u306e\u985e\u4f3c\u5ea6\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
6. \u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\uff08Mahalanobis Distance\uff09<\/p>\n
\u30e1\u30ea\u30c3\u30c8
\n– \u7279\u5fb4\u9593\u306e\u76f8\u95a2\u3092\u8003\u616e \u5171\u5206\u6563\u884c\u5217\u3092\u7528\u3044\u308b\u305f\u3081\u3001\u7279\u5fb4\u9593\u306e\u76f8\u95a2\u95a2\u4fc2\u3092\u53cd\u6620\u3057\u307e\u3059\u3002<\/p>\n
– \u30b9\u30b1\u30fc\u30eb\u306b\u4e0d\u4f9d\u5b58 \u6b63\u898f\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30b9\u30b1\u30fc\u30eb\u306e\u5f71\u97ff\u3092\u53d7\u3051\u306b\u304f\u3044\u3067\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8
\n– \u8a08\u7b97\u304c\u8907\u96d1 \u5171\u5206\u6563\u884c\u5217\u306e\u9006\u884c\u5217\u3092\u8a08\u7b97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u9ad8\u6b21\u5143\u3067\u306f\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u3067\u3059\u3002<\/p>\n
– \u30c7\u30fc\u30bf\u304c\u5fc5\u8981 \u6b63\u78ba\u306a\u5171\u5206\u6563\u63a8\u5b9a\u306b\u306f\u5341\u5206\u306a\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\u306f\u7279\u5fb4\u9593\u306e\u5171\u5206\u6563\u884c\u5217\u3092\u5229\u7528\u3057\u3066\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u76f8\u95a2\u3092\u8003\u616e\u3057\u305f\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n
7. \u76f8\u4e92\u60c5\u5831\u91cf\uff08Mutual Information\uff09<\/p>\n
\u30e1\u30ea\u30c3\u30c8
\n– \u975e\u7dda\u5f62\u306a\u4f9d\u5b58\u95a2\u4fc2\u3082\u6349\u3048\u308b \u7dda\u5f62\u306b\u9650\u3089\u305a\u3001\u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u8a55\u4fa1\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
– \u60c5\u5831\u7406\u8ad6\u306b\u57fa\u3065\u304f \u60c5\u5831\u306e\u5171\u6709\u91cf\u3068\u3057\u3066\u76f4\u611f\u7684\u306a\u89e3\u91c8\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u30c7\u30e1\u30ea\u30c3\u30c8
\n– \u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u3044 \u7279\u306b\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3067\u306f\u8a08\u7b97\u304c\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
– \u30c7\u30fc\u30bf\u91cf\u306e\u5f71\u97ff \u6b63\u78ba\u306a\u63a8\u5b9a\u306b\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u76f8\u4e92\u60c5\u5831\u91cf\u306f\u4e8c\u3064\u306e\u5909\u6570\u9593\u3067\u5171\u6709\u3055\u308c\u308b\u60c5\u5831\u306e\u91cf\u3092\u6e2c\u5b9a\u3057\u3001\u4f9d\u5b58\u95a2\u4fc2\u306e\u5f37\u3055\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7279\u6027\u3084\u76ee\u7684\u306b\u5fdc\u3058\u3066\u9069\u5207\u306b\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u9ad8\u6b21\u5143\u3067\u30b9\u30b1\u30fc\u30eb\u304c\u7570\u306a\u308b\u30c7\u30fc\u30bf\u306b\u306f\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3084\u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\u304c\u6709\u52b9\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4e00\u65b9\u3001\u30d0\u30a4\u30ca\u30ea\u30c7\u30fc\u30bf\u3067\u306f\u30b8\u30e3\u30c3\u30ab\u30fc\u30c9\u4fc2\u6570\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u76f8\u4e92\u60c5\u5831\u91cf\u306f\u8907\u96d1\u306a\u4f9d\u5b58\u95a2\u4fc2\u3092\u6349\u3048\u305f\u3044\u5834\u5408\u306b\u6709\u7528\u3067\u3059\u304c\u3001\u8a08\u7b97\u30b3\u30b9\u30c8\u3084\u30c7\u30fc\u30bf\u91cf\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u5404\u624b\u6cd5\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u3092\u7406\u89e3\u3057\u3001\u5177\u4f53\u7684\u306a\u554f\u984c\u8a2d\u5b9a\u306b\u6700\u9069\u306a\u624b\u6cd5\u3092\u9078\u3076\u3053\u3068\u304c\u3001\u52b9\u679c\u7684\u306a\u7279\u5fb4\u6bd4\u8f03\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n
**\u76ee\u7684\u306b\u5fdc\u3058\u305f\u6700\u9069\u306a\u7279\u5fb4\u6bd4\u8f03\u624b\u6cd5\u306e\u9078\u3073\u65b9\u306f\uff1f**
\n\u7279\u5fb4\u6bd4\u8f03\u306e\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n
\u76ee\u7684\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u624b\u6cd5\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u306a\u7d50\u679c\u3084\u52b9\u7387\u7684\u306a\u51e6\u7406\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u672c\u56de\u7b54\u3067\u306f\u3001\u4ee3\u8868\u7684\u306a\u7279\u5fb4\u6bd4\u8f03\u624b\u6cd5\u3068\u305d\u306e\u9078\u3073\u65b9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n
1. \u7279\u5fb4\u6bd4\u8f03\u624b\u6cd5\u306e\u7a2e\u985e<\/p>\n
1.1 \u8ddd\u96e2\u30d9\u30fc\u30b9\u306e\u624b\u6cd5<\/p>\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2<\/p>\n
\u6700\u3082\u4e00\u822c\u7684\u306a\u8ddd\u96e2\u6e2c\u5b9a\u6cd5\u3067\u30012\u70b9\u9593\u306e\u76f4\u7dda\u8ddd\u96e2\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n
\u9023\u7d9a\u30c7\u30fc\u30bf\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u7a7a\u9593\u7684\u306a\u985e\u4f3c\u6027\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u3088\u304f\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2<\/p>\n
\u5404\u6b21\u5143\u3054\u3068\u306e\u7d76\u5bfe\u5dee\u306e\u7dcf\u548c\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3068\u6bd4\u3079\u3066\u8ef8\u306b\u5e73\u884c\u306a\u79fb\u52d5\u3092\u5f37\u8abf\u3059\u308b\u305f\u3081\u3001\u90fd\u5e02\u306e\u8857\u8def\u30d1\u30bf\u30fc\u30f3\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6<\/p>\n
\u30d9\u30af\u30c8\u30eb\u9593\u306e\u89d2\u5ea6\u3092\u6e2c\u5b9a\u3057\u3001\u65b9\u5411\u306e\u985e\u4f3c\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u3088\u3046\u306a\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3084\u3001\u30d9\u30af\u30c8\u30eb\u306e\u5927\u304d\u3055\u3088\u308a\u3082\u65b9\u5411\u6027\u304c\u91cd\u8981\u306a\u5834\u5408\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
1.2 \u7d71\u8a08\u7684\u624b\u6cd5<\/p>\n
\u30d4\u30a2\u30bd\u30f3\u306e\u76f8\u95a2\u4fc2\u6570<\/p>\n
2\u3064\u306e\u9023\u7d9a\u5909\u6570\u9593\u306e\u7dda\u5f62\u95a2\u4fc2\u3092\u6e2c\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u304c\u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30b9\u30d4\u30a2\u30de\u30f3\u306e\u9806\u4f4d\u76f8\u95a2\u4fc2\u6570<\/p>\n
\u30c7\u30fc\u30bf\u306e\u9806\u4f4d\u306b\u57fa\u3065\u304f\u76f8\u95a2\u3092\u6e2c\u5b9a\u3057\u3001\u975e\u7dda\u5f62\u306a\u95a2\u4fc2\u3084\u5916\u308c\u5024\u306b\u5f37\u3044\u7279\u5fb4\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n
\u30df\u30e5\u30fc\u30c1\u30e5\u30a2\u30eb\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30f3<\/p>\n
\u60c5\u5831\u7406\u8ad6\u306b\u57fa\u3065\u304d\u30012\u3064\u306e\u5909\u6570\u9593\u306e\u4f9d\u5b58\u95a2\u4fc2\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
\u975e\u7dda\u5f62\u306a\u95a2\u4fc2\u6027\u3082\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
1.3 \u305d\u306e\u4ed6\u306e\u624b\u6cd5<\/p>\n
\u30ab\u30fc\u30cd\u30eb\u6cd5<\/p>\n
\u30c7\u30fc\u30bf\u3092\u9ad8\u6b21\u5143\u7a7a\u9593\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u3001\u7dda\u5f62\u3067\u306f\u6349\u3048\u3089\u308c\u306a\u3044\u30d1\u30bf\u30fc\u30f3\u3092\u8b58\u5225\u3057\u307e\u3059\u3002<\/p>\n
\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\uff08SVM\uff09\u306a\u3069\u3067\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u624b\u6cd5<\/p>\n
K-means\u3084\u968e\u5c64\u7684\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u3001\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5206\u3051\u3059\u308b\u3053\u3068\u3067\u7279\u5fb4\u306e\u985e\u4f3c\u6027\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n
2. \u76ee\u7684\u306b\u5fdc\u3058\u305f\u624b\u6cd5\u306e\u9078\u3073\u65b9<\/p>\n
2.1 \u5206\u985e\u30fb\u56de\u5e30<\/p>\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3084\u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\u306f\u3001k-\u8fd1\u508d\u6cd5\uff08k-NN\uff09\u306a\u3069\u3067\u30af\u30e9\u30b9\u306e\u8fd1\u63a5\u6027\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306f\u3001\u30c6\u30ad\u30b9\u30c8\u5206\u985e\u306a\u3069\u3001\u65b9\u5411\u6027\u304c\u91cd\u8981\u306a\u5834\u5408\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
2.2 \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/p>\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306f\u3001\u9023\u7d9a\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30df\u30e5\u30fc\u30c1\u30e5\u30a2\u30eb\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30f3\u3084\u30ab\u30fc\u30cd\u30eb\u6cd5\u306f\u3001\u8907\u96d1\u306a\u30d1\u30bf\u30fc\u30f3\u3092\u6301\u3064\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
2.3 \u7279\u5fb4\u9078\u629e<\/p>\n
\u76f8\u95a2\u4fc2\u6570\uff08\u30d4\u30a2\u30bd\u30f3\u3084\u30b9\u30d4\u30a2\u30de\u30f3\uff09\u306f\u3001\u7279\u5fb4\u9593\u306e\u5197\u9577\u6027\u3092\u8a55\u4fa1\u3057\u3001\u4e0d\u8981\u306a\u7279\u5fb4\u3092\u524a\u6e1b\u3059\u308b\u969b\u306b\u7528\u3044\u307e\u3059\u3002<\/p>\n
\u30df\u30e5\u30fc\u30c1\u30e5\u30a2\u30eb\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30f3\u306f\u3001\u7279\u5fb4\u3068\u30bf\u30fc\u30b2\u30c3\u30c8\u5909\u6570\u3068\u306e\u95a2\u9023\u6027\u3092\u8a55\u4fa1\u3057\u3001\u91cd\u8981\u306a\u7279\u5fb4\u3092\u9078\u629e\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n
2.4 \u985e\u4f3c\u6027\u691c\u7d22<\/p>\n
\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306f\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3084\u753b\u50cf\u306a\u3069\u306e\u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u306b\u304a\u3051\u308b\u985e\u4f3c\u6027\u691c\u7d22\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306f\u3001\u7269\u7406\u7684\u306a\u7279\u5fb4\u306b\u57fa\u3065\u304f\u985e\u4f3c\u6027\u3092\u8a55\u4fa1\u3059\u308b\u969b\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
3. \u9078\u629e\u306e\u6839\u62e0<\/p>\n
\u30c7\u30fc\u30bf\u306e\u6027\u8cea<\/p>\n
\u30b9\u30b1\u30fc\u30eb\u611f \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u306f\u5c3a\u5ea6\u306b\u654f\u611f\u306a\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u898f\u5316\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u4e00\u65b9\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u306f\u30b9\u30b1\u30fc\u30eb\u306b\u4f9d\u5b58\u3057\u307e\u305b\u3093\u3002<\/p>\n
\u6b21\u5143\u6570 \u9ad8\u6b21\u5143\u30c7\u30fc\u30bf\u3067\u306f\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u3084\u30df\u30e5\u30fc\u30c1\u30e5\u30a2\u30eb\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30f3\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u4e00\u65b9\u3001\u4f4e\u6b21\u5143\u3067\u306f\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u95a2\u4fc2\u6027\u306e\u7a2e\u985e<\/p>\n
\u7dda\u5f62 vs \u975e\u7dda\u5f62 \u30d4\u30a2\u30bd\u30f3\u306e\u76f8\u95a2\u4fc2\u6570\u306f\u7dda\u5f62\u95a2\u4fc2\u3092\u524d\u63d0\u3068\u3057\u307e\u3059\u304c\u3001\u30df\u30e5\u30fc\u30c1\u30e5\u30a2\u30eb\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30f3\u3084\u30ab\u30fc\u30cd\u30eb\u6cd5\u306f\u975e\u7dda\u5f62\u95a2\u4fc2\u3092\u6349\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u7279\u5fb4\u306e\u5206\u5e03 \u6b63\u898f\u5206\u5e03\u306b\u5f93\u3046\u30c7\u30fc\u30bf\u306b\u306f\u30d4\u30a2\u30bd\u30f3\u76f8\u95a2\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u9806\u4f4d\u30c7\u30fc\u30bf\u3084\u5916\u308c\u5024\u304c\u591a\u3044\u5834\u5408\u306f\u30b9\u30d4\u30a2\u30de\u30f3\u76f8\u95a2\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u8a08\u7b97\u30b3\u30b9\u30c8<\/p>\n
\u30b7\u30f3\u30d7\u30eb\u3055 \u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3084\u30de\u30f3\u30cf\u30c3\u30bf\u30f3\u8ddd\u96e2\u306f\u8a08\u7b97\u304c\u7c21\u5358\u3067\u9ad8\u901f\u3067\u3059\u3002<\/p>\n
\u8907\u96d1\u3055 \u30ab\u30fc\u30cd\u30eb\u6cd5\u3084\u30df\u30e5\u30fc\u30c1\u30e5\u30a2\u30eb\u30a4\u30f3\u30d5\u30a9\u30e1\u30fc\u30b7\u30e7\u30f3\u306f\u8a08\u7b97\u30b3\u30b9\u30c8\u304c\u9ad8\u3044\u305f\u3081\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
4. \u5177\u4f53\u4f8b<\/p>\n
\u4f8b1 \u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u985e\u4f3c\u6027\u8a55\u4fa1<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3067\u306f\u3001\u30b3\u30b5\u30a4\u30f3\u985e\u4f3c\u5ea6\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u306a\u305c\u306a\u3089\u3001\u6587\u66f8\u306e\u30d9\u30af\u30c8\u30eb\u8868\u73fe\u3067\u306f\u983b\u51fa\u5358\u8a9e\u306e\u65b9\u5411\u6027\u304c\u91cd\u8981\u3067\u3042\u308a\u3001\u6587\u66f8\u306e\u9577\u3055\uff08\u30b9\u30b1\u30fc\u30eb\uff09\u306b\u4f9d\u5b58\u3057\u306a\u3044\u8a55\u4fa1\u304c\u53ef\u80fd\u3060\u304b\u3089\u3067\u3059\u3002<\/p>\n
\u4f8b2 \u753b\u50cf\u30c7\u30fc\u30bf\u306e\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/p>\n
\u753b\u50cf\u30c7\u30fc\u30bf\u3067\u306f\u3001\u30d4\u30af\u30bb\u30eb\u306e\u9ad8\u6b21\u5143\u6027\u304b\u3089\u30ab\u30fc\u30cd\u30eb\u6cd5\u3084\u6df1\u5c64\u5b66\u7fd2\u3092\u7528\u3044\u305f\u7279\u5fb4\u62bd\u51fa\u3068\u7d44\u307f\u5408\u308f\u305b\u305f\u8ddd\u96e2\u30d9\u30fc\u30b9\u306e\u624b\u6cd5\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u8996\u899a\u7684\u306a\u985e\u4f3c\u6027\u3092\u52b9\u679c\u7684\u306b\u8a55\u4fa1\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u4f8b3 \u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u691c\u77e5<\/p>\n
\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u3067\u306f\u3001\u30e6\u30fc\u30af\u30ea\u30c3\u30c9\u8ddd\u96e2\u3084\u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\u3092\u7528\u3044\u3066\u6b63\u5e38\u30c7\u30fc\u30bf\u304b\u3089\u306e\u9038\u8131\u3092\u691c\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u30de\u30cf\u30e9\u30ce\u30d3\u30b9\u8ddd\u96e2\u306f\u7279\u5fb4\u9593\u306e\u76f8\u95a2\u3092\u8003\u616e\u3067\u304d\u308b\u305f\u3081\u3001\u7570\u5e38\u691c\u77e5\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
5. \u307e\u3068\u3081<\/p>\n
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