{"id":477793,"date":"2023-08-09T09:20:26","date_gmt":"2023-08-09T09:20:26","guid":{"rendered":""},"modified":"2023-09-05T11:15:25","modified_gmt":"2023-09-05T11:15:25","slug":"label-smoothing","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/jp\/wiki\/label-smoothing\/","title":{"rendered":"\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0"},"content":{"rendered":"

\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u304a\u3088\u3073\u6df1\u5c64\u5b66\u7fd2\u30e2\u30c7\u30eb\u3067\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b\u6b63\u5247\u5316\u624b\u6cd5\u3067\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u306b\u5c11\u91cf\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u904e\u5270\u9069\u5408\u3092\u9632\u6b62\u3057\u3001\u30e2\u30c7\u30eb\u306e\u6c4e\u5316\u80fd\u529b\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u3088\u308a\u3001\u3088\u308a\u73fe\u5b9f\u7684\u306a\u5f62\u5f0f\u306e\u30e9\u30d9\u30eb\u5206\u5e03\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u3067\u3001\u30e2\u30c7\u30eb\u304c\u500b\u3005\u306e\u30e9\u30d9\u30eb\u306e\u78ba\u5b9f\u6027\u3078\u306e\u4f9d\u5b58\u5ea6\u304c\u4f4e\u304f\u306a\u308a\u3001\u76ee\u306b\u898b\u3048\u306a\u3044\u30c7\u30fc\u30bf\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n

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\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u95a2\u3059\u308b\u8a73\u7d30\u60c5\u5831\u3002\u30c8\u30d4\u30c3\u30af\u300c\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u300d\u3092\u5c55\u958b\u3057\u307e\u3059\u3002<\/h2>\n

\u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u4e88\u6e2c\u3055\u308c\u305f\u30e9\u30d9\u30eb\u3068\u771f\u306e\u30e9\u30d9\u30eb\u306e\u9593\u306e\u30af\u30ed\u30b9\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u640d\u5931\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3001\u7d76\u5bfe\u7684\u306a\u78ba\u5b9f\u6027\u3067\u4e88\u6e2c\u3059\u308b\u3088\u3046\u306b\u30e2\u30c7\u30eb\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u81ea\u4fe1\u904e\u5270\u306a\u4e88\u6e2c\u306b\u3064\u306a\u304c\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u30e2\u30c7\u30eb\u304c\u8aa4\u3063\u305f\u4e88\u6e2c\u306b\u5bfe\u3057\u3066\u904e\u5ea6\u306b\u81ea\u4fe1\u3092\u6301\u3064\u3088\u3046\u306b\u306a\u308a\u3001\u6700\u7d42\u7684\u306b\u306f\u76ee\u306b\u898b\u3048\u306a\u3044\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u6c4e\u5316\u80fd\u529b\u304c\u59a8\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n

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    \n
  1. \n

    \u30ef\u30f3\u30db\u30c3\u30c8\u30a8\u30f3\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0:<\/strong> \u5f93\u6765\u306e\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u3067\u306f\u3001\u5404\u30b5\u30f3\u30d7\u30eb\u306e\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u306f\u30ef\u30f3\u30db\u30c3\u30c8 \u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30d9\u30af\u30c8\u30eb\u3068\u3057\u3066\u8868\u3055\u308c\u3001\u771f\u306e\u30af\u30e9\u30b9\u306f\u5024 1 \u3092\u53d7\u3051\u53d6\u308a\u3001\u4ed6\u306e\u3059\u3079\u3066\u306e\u30af\u30e9\u30b9\u306f\u5024 0 \u3092\u53d7\u3051\u53d6\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

  2. \n

    \u30e9\u30d9\u30eb\u3092\u67d4\u3089\u304b\u304f\u3059\u308b:<\/strong> \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u78ba\u7387\u8cea\u91cf\u3092\u3059\u3079\u3066\u306e\u30af\u30e9\u30b9\u306b\u5206\u914d\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30ef\u30f3\u30db\u30c3\u30c8 \u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u3092\u5909\u66f4\u3057\u307e\u3059\u3002\u771f\u306e\u30af\u30e9\u30b9\u306b\u5024 1 \u3092\u5272\u308a\u5f53\u3066\u308b\u4ee3\u308f\u308a\u306b\u3001(1 \u2013 \u03b5) \u306e\u5024\u3092\u5272\u308a\u5f53\u3066\u307e\u3059\u3002\u3053\u3053\u3067\u3001\u03b5 \u306f\u5c0f\u3055\u306a\u6b63\u306e\u5b9a\u6570\u3067\u3059\u3002<\/p>\n<\/li>\n

  3. \n

    \u4e0d\u78ba\u5b9f\u6027\u306e\u5206\u5e03:<\/strong> \u6b8b\u308a\u306e\u78ba\u7387 \u03b5 \u306f\u4ed6\u306e\u30af\u30e9\u30b9\u306b\u5206\u5272\u3055\u308c\u3001\u30e2\u30c7\u30eb\u306f\u305d\u308c\u3089\u306e\u30af\u30e9\u30b9\u304c\u6b63\u3057\u3044\u30af\u30e9\u30b9\u3067\u3042\u308b\u53ef\u80fd\u6027\u3092\u8003\u616e\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u3042\u308b\u7a0b\u5ea6\u306e\u4e0d\u78ba\u5b9f\u6027\u304c\u751f\u3058\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306e\u4fe1\u983c\u6027\u304c\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

  4. \n

    \u640d\u5931\u306e\u8a08\u7b97:<\/strong> \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u3001\u30e2\u30c7\u30eb\u306f\u4e88\u6e2c\u78ba\u7387\u3068\u30bd\u30d5\u30c8\u5316\u3055\u308c\u305f\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u306e\u9593\u306e\u30af\u30ed\u30b9 \u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u640d\u5931\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u30e9\u30d9\u30eb\u5e73\u6ed1\u5316\u640d\u5931\u306f\u3001\u81ea\u4fe1\u904e\u5270\u306a\u4e88\u6e2c\u306b\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u4e0e\u3048\u3001\u3088\u308a\u8abf\u6574\u3055\u308c\u305f\u4e88\u6e2c\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u4e3b\u8981\u306a\u6a5f\u80fd\u306e\u5206\u6790\u3002<\/h2>\n

    \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

      \n
    1. \n

      \u6b63\u5247\u5316:<\/strong> \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u904e\u5270\u9069\u5408\u3092\u9632\u6b62\u3057\u3001\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3092\u5411\u4e0a\u3055\u305b\u308b\u6b63\u5247\u5316\u624b\u6cd5\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

    2. \n

      \u8abf\u6574\u3055\u308c\u305f\u4e88\u6e2c:<\/strong> \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u306b\u4e0d\u78ba\u5b9f\u6027\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u304c\u3088\u308a\u6821\u6b63\u3055\u308c\u305f\u3001\u4fe1\u983c\u6027\u306e\u4f4e\u3044\u4e88\u6e2c\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

    3. \n

      \u5805\u7262\u6027\u306e\u5411\u4e0a:<\/strong> \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u7279\u5b9a\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30b5\u30f3\u30d7\u30eb\u3092\u8a18\u61b6\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u5185\u306e\u610f\u5473\u306e\u3042\u308b\u30d1\u30bf\u30fc\u30f3\u306e\u5b66\u7fd2\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5805\u7262\u6027\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

    4. \n

      \u30ce\u30a4\u30ba\u306e\u591a\u3044\u30e9\u30d9\u30eb\u306e\u51e6\u7406:<\/strong> \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u5f93\u6765\u306e\u30ef\u30f3\u30db\u30c3\u30c8 \u30a8\u30f3\u30b3\u30fc\u30c9 \u30bf\u30fc\u30b2\u30c3\u30c8\u3088\u308a\u3082\u52b9\u679c\u7684\u306b\u3001\u30ce\u30a4\u30ba\u306e\u591a\u3044\u30e9\u30d9\u30eb\u3084\u4e0d\u6b63\u78ba\u306a\u30e9\u30d9\u30eb\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

      \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u7a2e\u985e<\/h2>\n

      \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u306f\u4e00\u822c\u7684\u306b 2 \u3064\u306e\u30bf\u30a4\u30d7\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

        \n
      1. \n

        \u56fa\u5b9a\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0:<\/strong> \u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u306f\u3001\u03b5 (\u771f\u306e\u30e9\u30d9\u30eb\u3092\u67d4\u3089\u304b\u304f\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u5b9a\u6570) \u306e\u5024\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u5168\u4f53\u3092\u901a\u3058\u3066\u56fa\u5b9a\u3055\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5185\u306e\u3059\u3079\u3066\u306e\u30b5\u30f3\u30d7\u30eb\u3067\u4e00\u5b9a\u306e\u307e\u307e\u3067\u3059\u3002<\/p>\n<\/li>\n

      2. \n

        \u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0:<\/strong> \u56fa\u5b9a\u30e9\u30d9\u30eb\u306e\u5e73\u6ed1\u5316\u3068\u306f\u7570\u306a\u308a\u3001\u03b5 \u306e\u5024\u306f\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u30a2\u30cb\u30fc\u30eb\u307e\u305f\u306f\u6e1b\u8870\u3057\u307e\u3059\u3002\u6700\u521d\u306f\u9ad8\u3044\u5024\u304b\u3089\u59cb\u307e\u308a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u9032\u3080\u306b\u3064\u308c\u3066\u5f90\u3005\u306b\u6e1b\u5c11\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u9ad8\u3044\u30ec\u30d9\u30eb\u306e\u4e0d\u78ba\u5b9f\u6027\u304b\u3089\u59cb\u3081\u3066\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u4e0d\u78ba\u5b9f\u6027\u3092\u4f4e\u6e1b\u3057\u3001\u4e88\u6e2c\u306e\u8abf\u6574\u3092\u52b9\u679c\u7684\u306b\u5fae\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

        \u3053\u308c\u3089\u306e\u30bf\u30a4\u30d7\u306e\u9078\u629e\u306f\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7279\u6027\u306b\u3088\u3063\u3066\u7570\u306a\u308a\u307e\u3059\u3002\u56fa\u5b9a\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u5b9f\u88c5\u304c\u3088\u308a\u7c21\u5358\u3067\u3059\u304c\u3001\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0 \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3067\u306f\u6700\u9069\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u9054\u6210\u3059\u308b\u305f\u3081\u306b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u8abf\u6574\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

        \u4ee5\u4e0b\u306f\u30012 \u7a2e\u985e\u306e\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u6bd4\u8f03\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n
        \u5074\u9762<\/th>\n\u56fa\u5b9a\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0<\/th>\n\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0 \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0<\/th>\n<\/tr>\n<\/thead>\n
        \u03b5\u5024<\/td>\n\u5168\u4f53\u3092\u901a\u3057\u3066\u4e00\u5b9a<\/td>\n\u713c\u304d\u306a\u307e\u3057\u307e\u305f\u306f\u8150\u98df<\/td>\n<\/tr>\n
        \u8907\u96d1<\/td>\n\u5b9f\u88c5\u304c\u7c21\u5358<\/td>\n\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574\u304c\u5fc5\u8981\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059<\/td>\n<\/tr>\n
        \u8f03\u6b63<\/td>\n\u5fae\u8abf\u6574\u304c\u5c11\u306a\u3044<\/td>\n\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u5f90\u3005\u306b\u6539\u5584\u3055\u308c\u307e\u3057\u305f<\/td>\n<\/tr>\n
        \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/td>\n\u5b89\u5b9a\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9<\/td>\n\u3088\u308a\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u53ef\u80fd\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u30e9\u30d9\u30eb\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u4f7f\u3044\u65b9\u3068\u4f7f\u7528\u4e0a\u306e\u554f\u984c\u70b9\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u3002<\/h2>\n

        \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u4f7f\u7528<\/h3>\n

        \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb \u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u542b\u3080\u3055\u307e\u3056\u307e\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u306b\u7c21\u5358\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u306b\u306f\u3001\u5404\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u53cd\u5fa9\u4e2d\u306b\u640d\u5931\u3092\u8a08\u7b97\u3059\u308b\u524d\u306b\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n

        \u5b9f\u88c5\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

          \n
        1. \u30ef\u30f3\u30db\u30c3\u30c8 \u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/li>\n
        2. \u5b9f\u9a13\u307e\u305f\u306f\u30c9\u30e1\u30a4\u30f3\u306e\u5c02\u9580\u77e5\u8b58\u306b\u57fa\u3065\u3044\u3066\u3001\u30e9\u30d9\u30eb\u306e\u5e73\u6ed1\u5316\u5024 \u03b5 \u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002<\/li>\n
        3. \u524d\u306b\u8aac\u660e\u3057\u305f\u3088\u3046\u306b\u78ba\u7387\u8cea\u91cf\u3092\u5206\u914d\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30ef\u30f3\u30db\u30c3\u30c8 \u30a8\u30f3\u30b3\u30fc\u30c9\u3055\u308c\u305f\u30e9\u30d9\u30eb\u3092\u30bd\u30d5\u30c8\u5316\u3055\u308c\u305f\u30e9\u30d9\u30eb\u306b\u5909\u63db\u3057\u307e\u3059\u3002<\/li>\n
        4. \u30bd\u30d5\u30c8\u5316\u3055\u308c\u305f\u30e9\u30d9\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u4e2d\u306e\u30af\u30ed\u30b9 \u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u640d\u5931\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n

          \u554f\u984c\u3068\u89e3\u6c7a\u7b56<\/h3>\n

          \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u306f\u3044\u304f\u3064\u304b\u306e\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u6b21\u306e\u3088\u3046\u306a\u7279\u5b9a\u306e\u8ab2\u984c\u3082\u751f\u3058\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

            \n
          1. \n

            \u7cbe\u5ea6\u3078\u306e\u5f71\u97ff:<\/strong> \u5834\u5408\u306b\u3088\u3063\u3066\u306f\u3001\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u3088\u308a\u4e0d\u78ba\u5b9f\u6027\u304c\u5c0e\u5165\u3055\u308c\u308b\u305f\u3081\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30bb\u30c3\u30c8\u4e0a\u306e\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u304c\u308f\u305a\u304b\u306b\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u901a\u5e38\u306f\u3001\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u4e3b\u306a\u76ee\u7684\u3067\u3042\u308b\u3001\u30c6\u30b9\u30c8 \u30bb\u30c3\u30c8\u307e\u305f\u306f\u76ee\u306b\u898b\u3048\u306a\u3044\u30c7\u30fc\u30bf\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

          2. \n

            \u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u8abf\u6574:<\/strong> \u52b9\u679c\u7684\u306a\u30e9\u30d9\u30eb\u5e73\u6ed1\u5316\u306b\u306f\u3001\u03b5 \u306e\u9069\u5207\u306a\u5024\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u5024\u304c\u9ad8\u3059\u304e\u308b\u304b\u4f4e\u3059\u304e\u308b\u3068\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u30b0\u30ea\u30c3\u30c9\u691c\u7d22\u3084\u30e9\u30f3\u30c0\u30e0\u691c\u7d22\u306a\u3069\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u8abf\u6574\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u6700\u9069\u306a \u03b5 \u5024\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

          3. \n

            \u640d\u5931\u95a2\u6570\u306e\u4fee\u6b63:<\/strong> \u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3092\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d7\u30ed\u30bb\u30b9\u3067\u640d\u5931\u95a2\u6570\u3092\u5909\u66f4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u5909\u66f4\u306b\u3088\u308a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u304c\u8907\u96d1\u306b\u306a\u308a\u3001\u65e2\u5b58\u306e\u30b3\u30fc\u30c9\u30d9\u30fc\u30b9\u306e\u8abf\u6574\u304c\u5fc5\u8981\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

            \u3053\u308c\u3089\u306e\u554f\u984c\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u3001\u7814\u7a76\u8005\u3084\u5b9f\u52d9\u5bb6\u306f\u3055\u307e\u3056\u307e\u306a \u03b5 \u306e\u5024\u3092\u5b9f\u9a13\u3057\u3001\u691c\u8a3c\u30c7\u30fc\u30bf\u3067\u306e\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u76e3\u8996\u3057\u3001\u305d\u308c\u306b\u5fdc\u3058\u3066\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u5fae\u8abf\u6574\u3067\u304d\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u7279\u5b9a\u306e\u30bf\u30b9\u30af\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3059\u308b\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u5f71\u97ff\u3092\u8a55\u4fa1\u3059\u308b\u306b\u306f\u3001\u5fb9\u5e95\u7684\u306a\u30c6\u30b9\u30c8\u3068\u5b9f\u9a13\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n

            \u4e3b\u306a\u7279\u5fb4\u3084\u305d\u306e\u4ed6\u306e\u985e\u4f3c\u7528\u8a9e\u3068\u306e\u6bd4\u8f03\u3092\u8868\u3084\u30ea\u30b9\u30c8\u306e\u5f62\u5f0f\u3067\u793a\u3057\u307e\u3059\u3002<\/h2>\n

            \u4ee5\u4e0b\u306f\u3001\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3068\u4ed6\u306e\u95a2\u9023\u3059\u308b\u6b63\u898f\u5316\u624b\u6cd5\u3068\u306e\u6bd4\u8f03\u3067\u3059\u3002<\/p>\n\n\n\n\n\n\n\n\n
            \u6b63\u5247\u5316\u624b\u6cd5<\/th>\n\u7279\u5fb4<\/th>\n<\/tr>\n<\/thead>\n
            L1 \u304a\u3088\u3073 L2 \u306e\u6b63\u5247\u5316<\/td>\n\u904e\u5b66\u7fd2\u3092\u9632\u3050\u305f\u3081\u306b\u3001\u30e2\u30c7\u30eb\u5185\u306e\u5927\u304d\u306a\u91cd\u307f\u306b\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u4e0e\u3048\u307e\u3059\u3002<\/td>\n<\/tr>\n
            \u30c9\u30ed\u30c3\u30d7\u30a2\u30a6\u30c8<\/td>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\u30cb\u30e5\u30fc\u30ed\u30f3\u3092\u30e9\u30f3\u30c0\u30e0\u306b\u975e\u30a2\u30af\u30c6\u30a3\u30d6\u5316\u3057\u3066\u3001\u904e\u5b66\u7fd2\u3092\u9632\u304e\u307e\u3059\u3002<\/td>\n<\/tr>\n
            \u30c7\u30fc\u30bf\u62e1\u5f35<\/td>\n\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u306e\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u5c0e\u5165\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b5\u30a4\u30ba\u3092\u5897\u3084\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n
            \u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0<\/td>\n\u30bf\u30fc\u30b2\u30c3\u30c8\u306e\u30e9\u30d9\u30eb\u3092\u67d4\u3089\u304b\u304f\u3057\u3066\u3001\u8abf\u6574\u3055\u308c\u305f\u4e88\u6e2c\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

            \u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3059\u3079\u3066\u30e2\u30c7\u30eb\u306e\u4e00\u822c\u5316\u3092\u6539\u5584\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u30bf\u30fc\u30b2\u30c3\u30c8 \u30e9\u30d9\u30eb\u306b\u4e0d\u78ba\u5b9f\u6027\u3092\u5c0e\u5165\u3059\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u3044\u308b\u70b9\u3067\u969b\u7acb\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e2\u30c7\u30eb\u306f\u3088\u308a\u81ea\u4fe1\u3092\u6301\u3063\u3066\u614e\u91cd\u306a\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u76ee\u306b\u898b\u3048\u306a\u3044\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n

            \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u95a2\u9023\u3059\u308b\u5c06\u6765\u306e\u5c55\u671b\u3068\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3002<\/h2>\n

            \u30e9\u30d9\u30eb\u5e73\u6ed1\u5316\u306a\u3069\u306e\u6b63\u5247\u5316\u624b\u6cd5\u3092\u542b\u3080\u3001\u6df1\u5c64\u5b66\u7fd2\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u5206\u91ce\u306f\u7d99\u7d9a\u7684\u306b\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002\u7814\u7a76\u8005\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4e00\u822c\u5316\u3092\u3055\u3089\u306b\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6b63\u5247\u5316\u624b\u6cd5\u3068\u305d\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u7814\u7a76\u3057\u3066\u3044\u307e\u3059\u3002\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u304a\u3088\u3073\u95a2\u9023\u5206\u91ce\u306b\u304a\u3051\u308b\u5c06\u6765\u306e\u7814\u7a76\u306e\u65b9\u5411\u6027\u3068\u3057\u3066\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

              \n
            1. \n

              \u9069\u5fdc\u30e9\u30d9\u30eb\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0:<\/strong> \u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u306e\u4fe1\u983c\u6027\u306b\u57fa\u3065\u3044\u3066 \u03b5 \u306e\u5024\u304c\u52d5\u7684\u306b\u8abf\u6574\u3055\u308c\u308b\u624b\u6cd5\u3092\u8abf\u67fb\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306e\u9069\u5fdc\u7684\u306a\u4e0d\u78ba\u5b9f\u6027\u30ec\u30d9\u30eb\u304c\u3055\u3089\u306b\u9ad8\u307e\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

            2. \n

              \u30c9\u30e1\u30a4\u30f3\u56fa\u6709\u306e\u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0:<\/strong> \u30e9\u30d9\u30eb\u5e73\u6ed1\u5316\u6280\u8853\u3092\u7279\u5b9a\u306e\u30c9\u30e1\u30a4\u30f3\u307e\u305f\u306f\u30bf\u30b9\u30af\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3057\u3001\u305d\u306e\u6709\u52b9\u6027\u3092\u3055\u3089\u306b\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<\/li>\n

            3. \n

              \u4ed6\u306e\u6b63\u5247\u5316\u624b\u6cd5\u3068\u306e\u76f8\u4e92\u4f5c\u7528:<\/strong> \u8907\u96d1\u306a\u30e2\u30c7\u30eb\u3067\u3055\u3089\u306b\u512a\u308c\u305f\u4e00\u822c\u5316\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3068\u4ed6\u306e\u6b63\u5247\u5316\u624b\u6cd5\u306e\u9593\u306e\u76f8\u4e57\u52b9\u679c\u3092\u8abf\u67fb\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

            4. \n

              \u5f37\u5316\u5b66\u7fd2\u306b\u304a\u3051\u308b\u30e9\u30d9\u30eb\u306e\u5e73\u6ed1\u5316:<\/strong> \u30e9\u30d9\u30eb\u5e73\u6ed1\u5316\u624b\u6cd5\u3092\u3001\u5831\u916c\u306e\u4e0d\u78ba\u5b9f\u6027\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u53ef\u80fd\u6027\u304c\u3042\u308b\u5f37\u5316\u5b66\u7fd2\u306e\u5206\u91ce\u306b\u62e1\u5f35\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

              \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3001\u307e\u305f\u306f\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u95a2\u9023\u4ed8\u3051\u308b\u65b9\u6cd5\u3002<\/h2>\n

              \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3068\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u74b0\u5883\u306b\u304a\u3044\u3066\u7570\u306a\u308b\u76ee\u7684\u3092\u679c\u305f\u3059\u305f\u3081\u3001\u76f4\u63a5\u7684\u306a\u95a2\u4fc2\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305f\u3060\u3057\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3092\u5b9f\u88c5\u3059\u308b\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3068\u7d44\u307f\u5408\u308f\u305b\u3066\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n

                \n
              1. \n

                \u30c7\u30fc\u30bf\u53ce\u96c6\uff1a<\/strong> \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u5730\u7406\u7684\u306b\u7570\u306a\u308b\u5834\u6240\u304b\u3089\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53ce\u96c6\u3067\u304d\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30c7\u30fc\u30bf\u304c\u3055\u307e\u3056\u307e\u306a\u30e6\u30fc\u30b6\u30fc\u96c6\u56e3\u3092\u78ba\u5b9f\u306b\u8868\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

              2. \n

                \u533f\u540d\u6027\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc:<\/strong> \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u4e2d\u306b\u30e6\u30fc\u30b6\u30fc \u30c7\u30fc\u30bf\u3092\u533f\u540d\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u6a5f\u5bc6\u60c5\u5831\u306b\u57fa\u3065\u3044\u3066\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u969b\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u554f\u984c\u306b\u5bfe\u51e6\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

              3. \n

                \u30e2\u30c7\u30eb\u63d0\u4f9b\u306e\u305f\u3081\u306e\u8ca0\u8377\u5206\u6563:<\/strong> \u5c0e\u5165\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3092\u4f7f\u7528\u3057\u3066\u8ca0\u8377\u5206\u6563\u3092\u884c\u3044\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u8907\u6570\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u9593\u3067\u30e2\u30c7\u30eb\u63a8\u8ad6\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u52b9\u7387\u7684\u306b\u5206\u6563\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

              4. \n

                \u30ad\u30e3\u30c3\u30b7\u30e5\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c:<\/strong> \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u884c\u308f\u308c\u305f\u4e88\u6e2c\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3067\u304d\u308b\u305f\u3081\u3001\u53cd\u5fa9\u7684\u306a\u30af\u30a8\u30ea\u306b\u5bfe\u3059\u308b\u5fdc\u7b54\u6642\u9593\u3068\u30b5\u30fc\u30d0\u30fc\u306e\u8ca0\u8377\u304c\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

                \u30d7\u30ed\u30ad\u30b7 \u30b5\u30fc\u30d0\u30fc\u3068\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306f\u72ec\u7acb\u3057\u3066\u52d5\u4f5c\u3057\u307e\u3059\u304c\u3001\u524d\u8005\u306f\u5805\u7262\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u3001\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u6280\u8853\u3092\u4f7f\u7528\u3057\u3066\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u52b9\u7387\u7684\u306a\u5c55\u958b\u3092\u78ba\u4fdd\u3059\u308b\u4e0a\u3067\u30b5\u30dd\u30fc\u30c8\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

                \u95a2\u9023\u30ea\u30f3\u30af<\/h2>\n

                \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3068\u30c7\u30a3\u30fc\u30d7 \u30e9\u30fc\u30cb\u30f3\u30b0\u306b\u304a\u3051\u308b\u305d\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u6b21\u306e\u30ea\u30bd\u30fc\u30b9\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u3092\u691c\u8a0e\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n

                  \n
                1. \u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc \u30d3\u30b8\u30e7\u30f3\u306e\u30a4\u30f3\u30bb\u30d7\u30b7\u30e7\u30f3 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u518d\u8003\u3059\u308b<\/a> \u2013 \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3092\u7d39\u4ecb\u3057\u305f\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u7814\u7a76\u8ad6\u6587\u3002<\/li>\n
                2. \u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306e\u512a\u3057\u3044\u5165\u9580<\/a> \u2013 \u521d\u5fc3\u8005\u5411\u3051\u306e\u30e9\u30d9\u30eb \u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u95a2\u3059\u308b\u8a73\u7d30\u306a\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3002<\/li>\n
                3. \u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u306b\u3064\u3044\u3066<\/a> \u2013 \u30e9\u30d9\u30eb\u306e\u30b9\u30e0\u30fc\u30b8\u30f3\u30b0\u3068\u305d\u306e\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3078\u306e\u5f71\u97ff\u306b\u3064\u3044\u3066\u306e\u5305\u62ec\u7684\u306a\u8aac\u660e\u3002<\/li>\n<\/ol>","protected":false},"featured_media":468749,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-477793","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about Label Smoothing<\/mark>","faq_items":[{"question":"What is Label Smoothing?","answer":"

                  Label smoothing is a regularization technique used in machine learning and deep learning models. It involves adding a small amount of uncertainty to the target labels during training to prevent overfitting and improve model generalization.<\/p>"},{"question":"How was Label Smoothing introduced?","answer":"

                  Label smoothing was first introduced in the research paper \"Rethinking the Inception Architecture for Computer Vision\" by Christian Szegedy et al. in 2016. The authors proposed it as a regularization method for large-scale image classification tasks.<\/p>"},{"question":"How does Label Smoothing work?","answer":"

                  Label smoothing modifies the traditional one-hot encoded target labels by distributing the probability mass among all classes. The true label is assigned a value slightly less than one, and the remaining probabilities are divided among other classes, introducing a sense of uncertainty during training.<\/p>"},{"question":"What are the types of Label Smoothing?","answer":"

                  There are two common types of label smoothing: fixed label smoothing and annealing label smoothing. Fixed label smoothing uses a constant value for uncertainty throughout training, while annealing label smoothing gradually decreases the uncertainty over time.<\/p>"},{"question":"How can I use Label Smoothing?","answer":"

                  To use label smoothing, modify the target labels before computing the loss during training. Prepare the dataset with one-hot encoded labels, choose a value for uncertainty (\u03b5), and convert the labels into softened labels with the probability distribution.<\/p>"},{"question":"What benefits does Label Smoothing offer?","answer":"

                  Label smoothing improves model robustness and calibration, making it less reliant on individual labels during prediction. It also handles noisy labels better and enhances generalization performance on unseen data.<\/p>"},{"question":"Are there any challenges with Label Smoothing?","answer":"

                  While label smoothing improves generalization, it might slightly reduce accuracy on the training set. Choosing an appropriate \u03b5 value requires experimentation, and implementation may need modification of the loss function.<\/p>"},{"question":"How can Proxy Servers be associated with Label Smoothing?","answer":"

                  Proxy servers are not directly related to label smoothing but can complement it. They can aid in diverse data collection, anonymizing user data, load balancing for model serving, and caching model predictions to optimize performance.<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/477793","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/wiki\/477793\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media\/468749"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/jp\/wp-json\/wp\/v2\/media?parent=477793"}],"curies":[{"name":"\u3046\u30fc\u3093","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}