{"id":1407,"date":"2016-06-15T12:08:42","date_gmt":"2016-06-15T03:08:42","guid":{"rendered":"https:\/\/d-itlab.co.jp\/?p=1407"},"modified":"2026-03-10T12:08:56","modified_gmt":"2026-03-10T03:08:56","slug":"20160615","status":"publish","type":"post","link":"https:\/\/d-itlab.co.jp\/en\/blog\/20160615\/","title":{"rendered":"Deep Learning \u52c9\u5f37\u4f1a Chapter 12"},"content":{"rendered":"<p>\u7814\u7a76\u306e\u65b9\u3067\u306f\u306a\u304b\u306a\u304b\u89e6\u308b\u6a5f\u4f1a\u304c\u7121\u3044\u306e\u3067\u3059\u304c\uff0c\u77e5\u8b58\u3060\u3051\u306f\u5165\u308c\u3066\u304a\u304d\u305f\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u6700\u8fd1\u306f\u793e\u5916\u306e\u4eba\u9054\u304c\u4e3b\u50ac\u3057\u3066\u3044\u308bDeep 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href=\"https:\/\/www.deeplearningbook.org\/\">https:\/\/www.deeplearningbook.org\/<\/a><\/p>\n<p>\u306a\u304b\u306a\u304b\u77e5\u8b58\u4e0d\u8db3\u3068\u3044\u3046\u4e8b\u3082\u3042\u3063\u3066\uff0c\u7d30\u304b\u3044\u90e8\u5206\u306f\u5206\u304b\u3089\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u306e\u3067\u3059\u3051\u3069\uff0c12\u7ae0\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u8a71\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u79c1\u306e\u62c5\u5f53\u3068\u306a\u308a\u307e\u3057\u305f\uff0e\u5e83\u3044\u5185\u5bb9\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u3063\u3066\u79c1\u3068\u3057\u3066\u3082\u975e\u5e38\u306b\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\uff0e<\/p>\n<p>\u52c9\u5f37\u4f1a\u306e\u4e2d\u3067\u306f Chen and Goodman \u306e\u8cc7\u6599\u306f 1998 \u3067\u306f\u306a\u3044\u304b\u3068\u66f8\u3044\u305f\u306e\u3067\u3059\u304c\uff0c1999\u306e\u7269\u3082\u3042\u308a\u307e\u3057\u305f\uff0e\u3068\u3044\u3046\u3053\u3068\u3067\uff0c\u8cc7\u6599\u306e\u65b9\u3067\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u306e\u6307\u6458\u306f\u79c1\u306e\u9593\u9055\u3044\u3067\u3059\uff0e<\/p>\n<p><a href=\"http:\/\/www2.denizyuret.com\/ref\/goodman\/chen-goodman-99.pdf\">http:\/\/www2.denizyuret.com\/ref\/goodman\/chen-goodman-99.pdf<\/a><\/p>\n<p>\u4f7f\u7528\u3057\u305f\u8cc7\u6599\u306f\u4ee5\u4e0b\u3067\u516c\u958b\u3057\u3066\u304a\u308a\u307e\u3059\uff0e\u5341\u5206\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\uff0c\u9593\u9055\u3044\u7b49\u3042\u308a\u307e\u3057\u305f\u3089\u6559\u3048\u3066\u9802\u3051\u308b\u3068\u52a9\u304b\u308a\u307e\u3059\uff0e<\/p>\n<p><iframe loading=\"lazy\" src=\"https:\/\/www.slideshare.net\/slideshow\/embed_code\/63037621\" width=\"660\" height=\"534\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<p>PDF\u5316\u3057\u3066\u30b9\u30e9\u30a4\u30c9\u30b7\u30a7\u30a2\u306b\u30a2\u30c3\u30d7\u3057\u305f\u3068\u3053\u308d\uff0c\u80cc\u666f\u304c\u975e\u5e38\u306b\u898b\u3065\u3089\u304f\u306a\u3063\u3066\u3057\u307e\u3063\u3066\u3044\u308b\u306e\u3067\uff0c\u8aad\u3080\u5834\u5408\u306f\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\uff0e<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7814\u7a76\u306e\u65b9\u3067\u306f\u306a\u304b\u306a\u304b\u89e6\u308b\u6a5f\u4f1a\u304c\u7121\u3044\u306e\u3067\u3059\u304c\uff0c\u77e5\u8b58\u3060\u3051\u306f\u5165\u308c\u3066\u304a\u304d\u305f\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u6700\u8fd1\u306f\u793e\u5916\u306e\u4eba\u9054\u304c\u4e3b\u50ac\u3057\u3066\u3044\u308bDeep Learning\u52c9\u5f37\u4f1a\u306b\u53c2\u52a0\u3055\u305b\u3066\u3082\u3089\u3063\u3066\u3044\u307e\u3059\uff0e \u3053\u3061\u3089\u3067\u306f\u8f2a\u8b1b\u8cc7\u6599\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u66f8\u7c4d\u306e\u30c9\u30e9\u30d5\u30c8\u7248\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\uff0e <a href=\"https:\/\/www.deeplearningbook.org\/\" rel=\"nofollow\">https:\/\/www.deeplearningbook.org\/<\/a> \u306a\u304b\u306a\u304b\u77e5\u8b58\u4e0d\u8db3\u3068\u3044\u3046\u4e8b\u3082\u3042\u3063\u3066\uff0c\u7d30\u304b\u3044\u90e8\u5206\u306f\u5206\u304b\u3089\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u306e\u3067\u3059\u3051\u3069\uff0c12\u7ae0\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u8a71\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u79c1\u306e\u62c5\u5f53\u3068\u306a\u308a\u307e\u3057\u305f\uff0e\u5e83\u3044\u5185\u5bb9\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u3063\u3066\u79c1\u3068\u3057\u3066\u3082\u975e\u5e38\u306b\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\uff0e \u52c9\u5f37\u4f1a\u306e\u4e2d\u3067\u306f Chen and Goodman \u306e\u8cc7\u6599\u306f 1998 \u3067\u306f\u306a\u3044\u304b\u3068\u66f8\u3044\u305f\u306e\u3067\u3059\u304c\uff0c1999\u306e\u7269\u3082\u3042\u308a\u307e\u3057\u305f\uff0e\u3068\u3044\u3046\u3053\u3068\u3067\uff0c\u8cc7\u6599\u306e\u65b9\u3067\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u306e\u6307\u6458\u306f\u79c1\u306e\u9593\u9055\u3044\u3067\u3059\uff0e <a href=\"http:\/\/www2.denizyuret.com\/ref\/goodman\/chen-goodman-99.pdf\" rel=\"nofollow\">http:\/\/www2.denizyuret.com\/ref\/goodman\/chen-goodman-99.pdf<\/a> \u4f7f\u7528\u3057\u305f\u8cc7\u6599\u306f\u4ee5\u4e0b\u3067\u516c\u958b\u3057\u3066\u304a\u308a\u307e\u3059\uff0e\u5341\u5206\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\uff0c\u9593\u9055\u3044\u7b49\u3042\u308a\u307e\u3057\u305f\u3089\u6559\u3048\u3066\u9802\u3051\u308b\u3068\u52a9\u304b\u308a\u307e\u3059\uff0e 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\u3067\u306f\u306a\u3044\u304b\u3068\u66f8\u3044\u305f\u306e\u3067\u3059\u304c\uff0c1999\u306e\u7269\u3082\u3042\u308a\u307e\u3057\u305f\uff0e\u3068\u3044\u3046\u3053\u3068\u3067\uff0c\u8cc7\u6599\u306e\u65b9\u3067\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u306e\u6307\u6458\u306f\u79c1\u306e\u9593\u9055\u3044\u3067\u3059\uff0e http:\/\/www2.denizyuret.com\/ref\/goodman\/chen-goodman-99.pdf \u4f7f\u7528\u3057\u305f\u8cc7\u6599\u306f\u4ee5\u4e0b\u3067\u516c\u958b\u3057\u3066\u304a\u308a\u307e\u3059\uff0e\u5341\u5206\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\uff0c\u9593\u9055\u3044\u7b49\u3042\u308a\u307e\u3057\u305f\u3089\u6559\u3048\u3066\u9802\u3051\u308b\u3068\u52a9\u304b\u308a\u307e\u3059\uff0e 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content=\"\u7814\u7a76\u306e\u65b9\u3067\u306f\u306a\u304b\u306a\u304b\u89e6\u308b\u6a5f\u4f1a\u304c\u7121\u3044\u306e\u3067\u3059\u304c\uff0c\u77e5\u8b58\u3060\u3051\u306f\u5165\u308c\u3066\u304a\u304d\u305f\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u6700\u8fd1\u306f\u793e\u5916\u306e\u4eba\u9054\u304c\u4e3b\u50ac\u3057\u3066\u3044\u308bDeep Learning\u52c9\u5f37\u4f1a\u306b\u53c2\u52a0\u3055\u305b\u3066\u3082\u3089\u3063\u3066\u3044\u307e\u3059\uff0e \u3053\u3061\u3089\u3067\u306f\u8f2a\u8b1b\u8cc7\u6599\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u66f8\u7c4d\u306e\u30c9\u30e9\u30d5\u30c8\u7248\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\uff0e https:\/\/www.deeplearningbook.org\/ \u306a\u304b\u306a\u304b\u77e5\u8b58\u4e0d\u8db3\u3068\u3044\u3046\u4e8b\u3082\u3042\u3063\u3066\uff0c\u7d30\u304b\u3044\u90e8\u5206\u306f\u5206\u304b\u3089\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u306e\u3067\u3059\u3051\u3069\uff0c12\u7ae0\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u8a71\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u79c1\u306e\u62c5\u5f53\u3068\u306a\u308a\u307e\u3057\u305f\uff0e\u5e83\u3044\u5185\u5bb9\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u3063\u3066\u79c1\u3068\u3057\u3066\u3082\u975e\u5e38\u306b\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\uff0e \u52c9\u5f37\u4f1a\u306e\u4e2d\u3067\u306f Chen and Goodman \u306e\u8cc7\u6599\u306f 1998 \u3067\u306f\u306a\u3044\u304b\u3068\u66f8\u3044\u305f\u306e\u3067\u3059\u304c\uff0c1999\u306e\u7269\u3082\u3042\u308a\u307e\u3057\u305f\uff0e\u3068\u3044\u3046\u3053\u3068\u3067\uff0c\u8cc7\u6599\u306e\u65b9\u3067\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u306e\u6307\u6458\u306f\u79c1\u306e\u9593\u9055\u3044\u3067\u3059\uff0e http:\/\/www2.denizyuret.com\/ref\/goodman\/chen-goodman-99.pdf \u4f7f\u7528\u3057\u305f\u8cc7\u6599\u306f\u4ee5\u4e0b\u3067\u516c\u958b\u3057\u3066\u304a\u308a\u307e\u3059\uff0e\u5341\u5206\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\uff0c\u9593\u9055\u3044\u7b49\u3042\u308a\u307e\u3057\u305f\u3089\u6559\u3048\u3066\u9802\u3051\u308b\u3068\u52a9\u304b\u308a\u307e\u3059\uff0e 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content=\"2026-03-10T03:08:56+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"Deep Learning \u52c9\u5f37\u4f1a Chapter 12 - \u682a\u5f0f\u4f1a\u793e\u30c7\u30f3\u30bd\u30fc\u30a2\u30a4\u30c6\u30a3\u30fc\u30e9\u30dc\u30e9\u30c8\u30ea\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u7814\u7a76\u306e\u65b9\u3067\u306f\u306a\u304b\u306a\u304b\u89e6\u308b\u6a5f\u4f1a\u304c\u7121\u3044\u306e\u3067\u3059\u304c\uff0c\u77e5\u8b58\u3060\u3051\u306f\u5165\u308c\u3066\u304a\u304d\u305f\u3044\u3068\u3044\u3046\u3053\u3068\u3067\u6700\u8fd1\u306f\u793e\u5916\u306e\u4eba\u9054\u304c\u4e3b\u50ac\u3057\u3066\u3044\u308bDeep Learning\u52c9\u5f37\u4f1a\u306b\u53c2\u52a0\u3055\u305b\u3066\u3082\u3089\u3063\u3066\u3044\u307e\u3059\uff0e \u3053\u3061\u3089\u3067\u306f\u8f2a\u8b1b\u8cc7\u6599\u3068\u3057\u3066\u4ee5\u4e0b\u306e\u30b5\u30a4\u30c8\u3067\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u66f8\u7c4d\u306e\u30c9\u30e9\u30d5\u30c8\u7248\u3092\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\uff0e https:\/\/www.deeplearningbook.org\/ \u306a\u304b\u306a\u304b\u77e5\u8b58\u4e0d\u8db3\u3068\u3044\u3046\u4e8b\u3082\u3042\u3063\u3066\uff0c\u7d30\u304b\u3044\u90e8\u5206\u306f\u5206\u304b\u3089\u306a\u304b\u3063\u305f\u308a\u3059\u308b\u306e\u3067\u3059\u3051\u3069\uff0c12\u7ae0\u306f\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u306e\u8a71\u3082\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304b\u3089\u79c1\u306e\u62c5\u5f53\u3068\u306a\u308a\u307e\u3057\u305f\uff0e\u5e83\u3044\u5185\u5bb9\u3092\u30ab\u30d0\u30fc\u3057\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u3063\u3066\u79c1\u3068\u3057\u3066\u3082\u975e\u5e38\u306b\u52c9\u5f37\u306b\u306a\u308a\u307e\u3057\u305f\uff0e \u52c9\u5f37\u4f1a\u306e\u4e2d\u3067\u306f Chen and Goodman \u306e\u8cc7\u6599\u306f 1998 \u3067\u306f\u306a\u3044\u304b\u3068\u66f8\u3044\u305f\u306e\u3067\u3059\u304c\uff0c1999\u306e\u7269\u3082\u3042\u308a\u307e\u3057\u305f\uff0e\u3068\u3044\u3046\u3053\u3068\u3067\uff0c\u8cc7\u6599\u306e\u65b9\u3067\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u306e\u6307\u6458\u306f\u79c1\u306e\u9593\u9055\u3044\u3067\u3059\uff0e http:\/\/www2.denizyuret.com\/ref\/goodman\/chen-goodman-99.pdf \u4f7f\u7528\u3057\u305f\u8cc7\u6599\u306f\u4ee5\u4e0b\u3067\u516c\u958b\u3057\u3066\u304a\u308a\u307e\u3059\uff0e\u5341\u5206\u306b\u7406\u89e3\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306f\u306a\u3044\u306e\u3067\uff0c\u9593\u9055\u3044\u7b49\u3042\u308a\u307e\u3057\u305f\u3089\u6559\u3048\u3066\u9802\u3051\u308b\u3068\u52a9\u304b\u308a\u307e\u3059\uff0e 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