{"id":575,"date":"2018-06-04T21:27:04","date_gmt":"2018-06-04T12:27:04","guid":{"rendered":"http:\/\/www.ecobioinfo.com\/?p=575"},"modified":"2022-06-05T22:46:00","modified_gmt":"2022-06-05T13:46:00","slug":"%ef%bd%81%ef%bd%89%e8%aa%b2%e9%a1%8c%ef%bc%92%ef%bc%9a%ef%bd%81%ef%bd%89%e3%81%a7%e7%94%9f%e8%8f%8c%e6%95%b0%e3%82%92%e3%82%ab%e3%82%a6%e3%83%b3%e3%83%88%ef%bc%88%ef%bc%91%ef%bc%89","status":"publish","type":"post","link":"http:\/\/www.ecobioinfo.com\/?p=575","title":{"rendered":"\uff21\uff29\u8ab2\u984c\uff12\uff1a\uff21\uff29\u3067\u751f\u83cc\u6570\u3092\u30ab\u30a6\u30f3\u30c8\uff08\uff11\uff09"},"content":{"rendered":"

\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u6df1\u5c64\u5b66\u7fd2\uff09\u3092\u5229\u7528\u3057\u3066\u5bd2\u5929\u57f9\u5730\u306e\u751f\u83cc\u6570\u3092\u81ea\u52d5\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u65b9\u6cd5\u3092\u8003\u3048\u3066\u307f\u307e\u3059\u3002<\/p>\n

\u307e\u305a\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\uff12\u901a\u308a\u306e\u65b9\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

(1) \u65e2\u5b58\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306f\u7121\u95a2\u4fc2\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u57f9\u5730\u753b\u50cf\u3068\u751f\u83cc\u6570\u306e\u95a2\u4fc2\u304b\u3089\u5b66\u7fd2\u3059\u308b\u5834\u5408\u3002<\/p>\n

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\n\u753b\u50cf\u5206\u985e\u306f\u4e00\u679a\u306e\u753b\u50cf\u3067\u4e00\u3064\u306e\u7269\u4f53\u3092\u8a8d\u8b58\u3059\u308b\u6280\u8853\u3067\u3059\u3002
\n\u7269\u4f53\u691c\u51fa\u306f\u4e00\u679a\u306e\u753b\u50cf\u306b\u8907\u6570\u306e\u7269\u4f53\u304c\u5199\u3063\u3066\u3044\u3044\u308b\u5834\u5408\u306b\u4f55\u304c\u4f55\u51e6\u306b\u3042\u308b\u304b\u3092\u691c\u51fa\u3067\u304d\u307e\u3059\u3002
\n\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u5fdc\u7528\u3059\u308c\u3070\u3001\u7d30\u83cc\u306e\u30b3\u30ed\u30cb\u30fc\u3068\u305d\u306e\u4ed6\u306e\u7269\u8cea\uff08\u4f8b\u3048\u3070\u3001\u7167\u660e\u306e\u53cd\u5c04\u306a\u3069\u3082\u542b\u3080\uff09\u3092\u533a\u5225\u3057\u3066\u3001\u30b3\u30ed\u30cb\u30fc\u304c\u3044\u304f\u3064\u3042\u308b\u304b\u691c\u51fa\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002
\n\u6280\u8853\u3060\u3051\u3067\u306f\u306a\u304f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\uff08\u57f9\u5730\u306e\u5199\u771f\uff09\u304c\u5fc5\u8981\u306b\u306a\u308b\u306e\u3082\u96e3\u70b9\u3067\u3059\u3002<\/p>\n

(2) \u65e2\u5b58\u306e\u81ea\u52d5\u30ab\u30a6\u30f3\u30bf\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u524d\u51e6\u7406\u3068\u3057\u3066\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u5b66\u7fd2\u7d50\u679c\u3092\u4f7f\u3046\u5834\u5408\u3002<\/p>\n

\u65e2\u5b58\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff08\u4e3b\u306b\u7c92\u5b50\u3092\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\uff09\u3092\u30ab\u30a6\u30f3\u30c8\u306b\u5229\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u57f9\u5730\u306e\u5199\u771f\u306e\u5199\u308a\u5177\u5408\u306a\u3069\u306b\u3088\u3063\u3066\u3001\u30ab\u30a6\u30f3\u30c8\u304c\u6b63\u78ba\u306b\u884c\u308f\u308c\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u3048\u308b\u306e\u3067\u5199\u771f\u306e\u8abf\u6574\u304c\u5fc5\u8981\u306a\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002
\nCAE\uff08Convolutional Autoencoder\uff09\u3084 CAE \u3092\u5229\u7528\u3057\u305f\u30ce\u30a4\u30ba\u9664\u53bb\u6280\u8853\uff08DAE\uff09\u3001\u300c\u8d85\u89e3\u50cf\u300d\u306a\u3069\u306e\u6280\u8853\u3092\u5fdc\u7528\u3057\u3066\u753b\u50cf\u306e\u81ea\u52d5\u8abf\u6574\u304c\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

\u5f93\u6765\u306e\u81ea\u52d5\u30ab\u30a6\u30f3\u30bf\u3067\u5bd2\u5929\u57f9\u5730\u306e\u5199\u771f\u304c\u3046\u307e\u304f\u30ab\u30a6\u30f3\u30c8\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u3001
\n\u30fb\u89e3\u50cf\u5ea6\u30fb\u660e\u308b\u3055\u30fb\u30b3\u30f3\u30c8\u30e9\u30b9\u30c8\u30fb\u5149\u306e\u53cd\u5c04\u306a\u3069\u306e\u5199\u771f\u64ae\u5f71\u306e\u554f\u984c
\n\u30fb\u6ce1\u3001\u30b4\u30df\u306e\u3088\u3046\u306a\u4f59\u8a08\u306a\u3082\u306e
\n\u30fb\u7d30\u83cc\u306e\u30b3\u30ed\u30cb\u30fc\u306e\u5927\u304d\u3055\u3084\u8272\u3001\u30b3\u30ed\u30cb\u30fc\u306e\u91cd\u306a\u308a\u5177\u5408
\n\u306a\u3069\u306e\u539f\u56e0\u304c\u4e0a\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n

CAE\uff08Convolutional Autoencoder\uff09\u3068\u306f\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u6280\u8853\u3092\u7528\u3044\u3044\u3066\u3001\u5165\u529b\u753b\u50cf\u3092\u5727\u7e2e\u3057\u3001\u5727\u7e2e\u3057\u305f\u30c7\u30fc\u30bf\u304b\u3089\u753b\u50cf\u3092\u518d\u73fe\u3059\u308b\u6280\u8853\u3067\u3059\u3002
\nDAE\uff08Denoising Autoencoder\uff09\u3068\u306f\u3001CAE\u3092\u5fdc\u7528\u3057\u3066\u3001\u5165\u529b\u753b\u50cf\u306b\u30ce\u30a4\u30ba\u3092\u52a0\u3048\u3001\u30ce\u30a4\u30ba\u3092\u9664\u53bb\u3057\u3066\u30aa\u30ea\u30b8\u30ca\u30eb\u306b\u8fd1\u3044\u753b\u50cf\u3092\u5f97\u308b\u6280\u8853\u3067\u3059\u3002
\n\u300c\u8d85\u89e3\u50cf\u300d\u3068\u306f\u5199\u771f\u3084\u52d5\u753b\u306e\u89e3\u50cf\u5ea6\u3092\u4e0a\u3052\u308b\u6280\u8853\u3067\u3059\u3002
\n\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u5fdc\u7528\u3059\u308c\u3070\u3001\u5f93\u6765\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u306f\u30ab\u30a6\u30f3\u30c8\u304c\u6b63\u78ba\u306b\u884c\u308f\u308c\u306a\u3044\u3088\u3046\u306a\u5199\u771f\u3067\u3082\u81ea\u52d5\u8abf\u6574\u3067\u304d\u308b\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n

\u3044\u305a\u308c\u306b\u3057\u3066\u3082\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u306b\u306a\u308a\u3001\u90fd\u5408\u306e\u826f\u3044\u30c7\u30fc\u30bf\u3092\u3046\u307e\u304f\u96c6\u3081\u308b\u306e\u3082\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u306f\u91cd\u8981\u306a\u8ab2\u984c\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002
\n\u5145\u5206\u306a\u91cf\u306e\u57f9\u5730\u306e\u5199\u771f\u3092\u3042\u3064\u3081\u308b\u306e\u306b\u7d50\u69cb\u6642\u9593\u304c\u304b\u304b\u308a\u305d\u3046\u3067\u3059\u3002<\/p>\n

\u5c1a\u3001\u4eca\u5f8c\u306e\u65b9\u91dd\u3068\u3057\u3066\u306f\u3001\u4eca\u307e\u3067\u300c\u304a\u8a66\u3057\u300d\u3057\u305f TensorFlow \u306b \u6df1\u5c64\u5b66\u7fd2\u30e9\u30a4\u30d6\u30e9\u30ea\u306e Keras \u3092\u5c0e\u5165\u3057\u3066\u9032\u3081\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n

(S.Onda 2018\/6\/4)<\/p>\n

 <\/p>\n","protected":false},"excerpt":{"rendered":"\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\uff08\u6df1\u5c64\u5b66\u7fd2\uff09\u3092\u5229\u7528\u3057\u3066\u5bd2\u5929\u57f9\u5730\u306e\u751f\u83cc\u6570\u3092\u81ea\u52d5\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u65b9\u6cd5\u3092\u8003\u3048\u3066\u307f\u307e\u3059\u3002 \u307e\u305a\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\uff12\u901a\u308a\u306e\u65b9\u6cd5\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002 (1) \u65e2\u5b58\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u306f\u7121\u95a2\u4fc2\u306b\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u3067\u57f9\u5730\u753b\u50cf\u3068\u751f\u83cc\u6570 …","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[7],"tags":[],"class_list":["post-575","post","type-post","status-publish","format-standard","hentry","category-ai_ecobio"],"_links":{"self":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts\/575","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=575"}],"version-history":[{"count":7,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts\/575\/revisions"}],"predecessor-version":[{"id":1484,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=\/wp\/v2\/posts\/575\/revisions\/1484"}],"wp:attachment":[{"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=575"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=575"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.ecobioinfo.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=575"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}