{"id":36765,"date":"2025-12-01T10:00:01","date_gmt":"2025-12-01T01:00:01","guid":{"rendered":"https:\/\/uxdaystokyo.com\/articles\/?post_type=glossary&#038;p=36765"},"modified":"2025-12-03T13:10:12","modified_gmt":"2025-12-03T04:10:12","slug":"lstm","status":"publish","type":"glossary","link":"https:\/\/uxdaystokyo.com\/articles\/glossary\/lstm\/","title":{"rendered":"\u9577\u77ed\u671f\u8a18\u61b6\uff08LSTM\uff09"},"content":{"rendered":"<p><span>\u9577\u77ed\u671f\u8a18\u61b6\uff08LSTM\uff09\u306f\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u7279\u5316\u3057\u305f<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/neural-network\/\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a>\u3067\u3042\u308a\u3001\u6700\u5927\u306e\u7279\u5fb4\u306f\u300c\u9577\u671f\u7684\u306a\u6587\u8108\u3092\u7406\u89e3\u3067\u304d\u308b\u300d\u70b9\u3067\u3042\u308b\u3002\u5f93\u6765\u306e<a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/\">\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09<\/a>\u306f\u3001\u76f4\u524d\u306e\u30c7\u30fc\u30bf\u3057\u304b\u4fdd\u6301\u3067\u304d\u305a\u3001\u3044\u308f\u3070\u300c\u30cb\u30ef\u30c8\u30ea\u306e\u3088\u3046\u306a\u8a18\u61b6\u529b\u300d\u3057\u304b\u6301\u305f\u306a\u3044\u3002\u305d\u306e\u305f\u3081\u3001\u6587\u7ae0\u3084\u97f3\u58f0\u3001\u682a\u4fa1\u306a\u3069\u300c\u6642\u9593\u306e\u6d41\u308c\u300d\u304c\u3042\u308b\u30c7\u30fc\u30bf\u306e\u6271\u3044\u304c\u96e3\u3057\u304b\u3063\u305f\u3002\u4e00\u65b9\u3001LSTM\u306f\u300c\u91cd\u8981\u306a\u60c5\u5831\u306f\u30ce\u30fc\u30c8\u306b\u66f8\u304d\u7559\u3081\u3001\u4e0d\u8981\u306b\u306a\u308c\u3070\u6d88\u3057\u30b4\u30e0\u3067\u6d88\u3059\u300d\u3088\u3046\u306a\u9ad8\u5ea6\u306a\u8a18\u61b6\u7ba1\u7406\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u308b\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u9577\u7de8\u5c0f\u8aac\u306e\u4f0f\u7dda\u3092\u56de\u53ce\u3059\u308b\u3088\u3046\u306b\u3001\u904e\u53bb\u306e\u91cd\u8981\u306a\u60c5\u5831\u3092\u4fdd\u6301\u3057\u7d9a\u3051\u3001\u73fe\u5728\u306e\u5224\u65ad\u306b\u6d3b\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/span><\/p>\n<p><span>LSTM\u306e\u5185\u90e8\u306b\u306f\u300c\u30bb\u30eb\u72b6\u614b\u300d\u3068\u547c\u3070\u308c\u308b\u60c5\u5831\u306e\u901a\u308a\u9053\uff08\u30d9\u30eb\u30c8\u30b3\u30f3\u30d9\u30a2\uff09\u304c\u3042\u308a\u30013\u3064\u306e\u300c\u30b2\u30fc\u30c8\uff08\u9580\uff09\u300d\u304c\u60c5\u5831\u306e\u53d6\u6368\u9078\u629e\u3092\u62c5\u3063\u3066\u3044\u308b\u3002\u5404\u30b2\u30fc\u30c8\u306f\u3001\u60c5\u5831\u306e\u91cd\u8981\u5ea6\u3092\u300c0\uff08\u4e0d\u8981\uff09\u300d\u304b\u3089\u300c1\uff08\u91cd\u8981\uff09\u300d\u307e\u3067\u6570\u5024\u3067\u8a55\u4fa1\u3057\u3001\u60c5\u5831\u306e\u901a\u904e\u91cf\u3092\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3059\u308b\u3002<\/span><\/p>\n<div id=\"attachment_36853\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-36853\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/lstm-overview-1-1024x562.png\" alt=\"LSTM\u306e\u8aac\u660e\" width=\"1024\" height=\"562\" class=\"wp-image-36853 size-large\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/lstm-overview-1-1024x562.png 1024w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/lstm-overview-1-300x165.png 300w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/lstm-overview-1-768x421.png 768w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/lstm-overview-1-1536x842.png 1536w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/lstm-overview-1.png 1714w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><p id=\"caption-attachment-36853\" class=\"wp-caption-text\">\u9577\u7de8\u63a8\u7406\u5c0f\u8aac\u3092\u8aad\u3080\u8133\u5185\u3092\u4f8b\u306b\u3057\u305fLSTM<\/p><\/div>\n<p><span>\u56f3\u3067\u306f\u3001\u300c\u72af\u4eba\u3092\u63a8\u7406\u3057\u306a\u304c\u3089\u9577\u7de8\u30df\u30b9\u30c6\u30ea\u30fc\u5c0f\u8aac\u3092\u8aad\u3093\u3067\u3044\u308b\u8133\u5185\u300d\u3092\u4f8b\u306bLSTM\u3092\u8868\u3057\u3066\u3044\u308b\u3002\u8133\u5185\u306b\u306f\u8aad\u66f8\u4e2d\u306e\u672c\u3084\u904e\u53bb\u306b\u8aad\u3093\u3060\u672c\u306e\u60c5\u5831\u304c\u84c4\u7a4d\u3055\u308c\u3066\u304a\u308a\u3001\u3069\u306e\u60c5\u5831\u304c\u72af\u4eba\u306e\u63a8\u7406\u306b\u5f79\u7acb\u3064\u304b\u3092\u5224\u65ad\u3059\u308b\u306e\u306b\u4f7f\u3046\u3002<\/span><\/p>\n<h4>\u2460 \u5fd8\u5374\u30b2\u30fc\u30c8\uff08\u60c5\u5831\u306e\u65ad\u6368\u96e2\uff09\uff1a\u904e\u53bb\u306e\u8a18\u61b6\u304b\u3089\u3001\u73fe\u5728\u306e\u6587\u8108\u306b\u4e0d\u8981\u306a\u60c5\u5831\u3092\u524a\u9664\u3059\u308b<\/h4>\n<p>\u4f8b\u3048\u3070\u3001\u5c0f\u8aac\u5185\u306b\u300c\u4e3b\u4eba\u516c\uff08\u63a2\u5075\uff09\u306e\u671d\u98df\u306f\u30d1\u30f3\u3060\u3063\u305f\u300d\u3068\u3044\u3046\u63cf\u5199\u304c\u3042\u3063\u305f\u5834\u5408\u3001<\/p>\n<ul>\n<li><strong>\u5224\u65ad\u30ed\u30b8\u30c3\u30af<\/strong>\uff1a <span>\u300c\u63a2\u5075\u306e\u98df\u4e8b\u30e1\u30cb\u30e5\u30fc\u306f\u4e8b\u4ef6\u306e\u30c8\u30ea\u30c3\u30af\u3068\u306e\u95a2\u9023\u306f\u8584\u3044\u300d\u3068\u5224\u65ad\u3057\u3001\u3053\u306e\u60c5\u5831\u306e\u91cd\u8981\u5ea6\u3092\u300c0.01\uff08\u307b\u307c\u4e0d\u8981\uff09\u300d\u3068\u3059\u308b<\/span>\u3002<\/li>\n<li><strong>\u7d50\u679c<\/strong>\uff1a <span>\u300c\u63a2\u5075\u306e\u671d\u98df\u306f\u30d1\u30f3\u300d\u3068\u3044\u3046\u60c5\u5831\u306b0.01\u3092\u639b\u3051\u3066\u3001\u8a18\u61b6\u306e\u30d9\u30eb\u30c8\u30b3\u30f3\u30d9\u30a2\u3078\u66f8\u304d\u8fbc\u3080\u3002<\/span><\/li>\n<\/ul>\n<h4>\u2461 \u5165\u529b\u30b2\u30fc\u30c8\uff08\u60c5\u5831\u306e\u8a18\u9332\uff09\uff1a\u65b0\u3057\u304f\u5165\u3063\u3066\u304d\u305f\u60c5\u5831\u306e\u3046\u3061\u3001\u4f55\u3092\u8a18\u61b6\u306b\u7559\u3081\u308b\u304b\u3092\u6c7a\u5b9a\u3059\u308b<\/h4>\n<p><span>\u4f8b\u3048\u3070\u3001\u5c0f\u8aac\u5185\u306b\u300c\u88ab\u5bb3\u8005\u306e\u50b7\u304b\u3089\u3001\u72af\u4eba\u306f\u5de6\u5229\u304d\u3068\u63a8\u5bdf\u3055\u308c\u308b\u300d\u3068\u3044\u3046\u63cf\u5199\u304c\u3042\u3063\u305f\u5834\u5408\u3001<\/span><\/p>\n<ul>\n<li><strong>\u5224\u65ad\u30ed\u30b8\u30c3\u30af<\/strong>\uff1a <span>\u300c\u8eab\u4f53\u7684\u7279\u5fb4\u306f\u4e8b\u4ef6\u89e3\u6c7a\u306e\u9375\u300d\u3068\u5224\u65ad\u3057\u3001\u3053\u306e\u60c5\u5831\u306e\u91cd\u8981\u5ea6\u3092\u300c0.99\uff08\u8d85\u91cd\u8981\uff09\u300d\u3068\u3059\u308b\u3002<\/span><\/li>\n<li><strong>\u7d50\u679c<\/strong>\uff1a <span>\u300c\u72af\u4eba\u306f\u5de6\u5229\u304d\u300d\u3068\u3044\u3046\u60c5\u5831\u306b0.99\u3092\u639b\u3051\u3066\u3001\u8a18\u61b6\u306e\u30d9\u30eb\u30c8\u30b3\u30f3\u30d9\u30a2\u3078\u66f8\u304d\u8fbc\u3080\u3002<\/span><\/li>\n<\/ul>\n<h4>\u2462 \u51fa\u529b\u30b2\u30fc\u30c8\uff08\u60c5\u5831\u306e\u5f15\u304d\u51fa\u3057\uff09\uff1a\u84c4\u7a4d\u3055\u308c\u305f\u8a18\u61b6\u306e\u4e2d\u304b\u3089\u3001\u4eca\u306e\u5c40\u9762\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3060\u3051\u3092\u62bd\u51fa\u3057\u3066\u7d50\u8ad6\u3092\u51fa\u3059<\/h4>\n<p><span>\u4f8b\u3048\u3070\u3001\u300c\u72af\u4eba\u306f\u8ab0\u304b\uff1f\u300d\u3068\u554f\u308f\u308c\u305f\u5834\u5408\u3001<\/span><\/p>\n<ul>\n<li><strong>\u5224\u65ad\u30ed\u30b8\u30c3\u30af<\/strong>\uff1a<span>\u8cea\u554f\u306e\u610f\u56f3\u3092\u6c72\u307f\u53d6\u308a\u3001\u8a18\u61b6\u5185\u306b\u3042\u308b\u591a\u7a2e\u591a\u69d8\u306a\u60c5\u5831\u304b\u3089\u300c\u8eab\u4f53\u7684\u7279\u5fb4\u300d\u306b\u95a2\u3059\u308b\u30d5\u30a3\u30eb\u30bf\u30fc\u306e\u900f\u904e\u5ea6\u3092\u6700\u5927\u9650\u306b\u958b\u653e\u3059\u308b\u3002<\/span><\/li>\n<li><strong>\u7d50\u679c<\/strong>\uff1a <span> \u8a18\u61b6\u304b\u3089\u300c\u5de6\u5229\u304d\u300d\u3068\u3044\u3046\u60c5\u5831\u3092\u30d4\u30f3\u30dd\u30a4\u30f3\u30c8\u3067\u62bd\u51fa\u3057\u3001\u300c\u5de6\u5229\u304d\u306e\u4eba\u7269\u304c\u602a\u3057\u3044\u300d\u3068\u3044\u3046\u63a8\u8ad6\u3092\u51fa\u529b\u3059\u308b\u3002<\/span><\/li>\n<\/ul>\n<h2>\u7279\u5fb4<\/h2>\n<ul>\n<li>\u9577\u671f\u8a18\u61b6\u306e\u4fdd\u6301\uff1a\u60c5\u5831\u306e\u91cd\u8981\u5ea6\u3092\u5b66\u7fd2\u3059\u308b\u3053\u3068\u3067\u3001\u9577\u3044\u6642\u9593\u304c\u7d4c\u904e\u3057\u3066\u3082\u91cd\u8981\u306a\u6587\u8108\u3092\u5fd8\u308c\u305a\u306b\u4fdd\u6301\u3067\u304d\u308b\uff08\u52fe\u914d\u6d88\u5931\u554f\u984c\u306e\u89e3\u6c7a\uff09\u3002<\/li>\n<li>\u81ea\u52d5\u7684\u306a\u60c5\u5831\u306e\u9078\u5225\uff1a\u4eba\u9593\u304c\u30eb\u30fc\u30eb\u3092\u6559\u3048\u8fbc\u307e\u306a\u304f\u3066\u3082\u3001\u30c7\u30fc\u30bf\u304b\u3089\u300c\u4f55\u3092\u899a\u3048\u3001\u4f55\u3092\u5fd8\u308c\u308b\u3079\u304d\u304b\u300d\u3092\u81ea\u52d5\u3067\u5b66\u7fd2\u3059\u308b\u3002<\/li>\n<li>\u9ad8\u3044\u6c4e\u7528\u6027\uff1a\u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u97f3\u58f0\u3001\u682a\u4fa1\u3001\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306a\u3069\u3001\u6642\u9593\u306e\u6d41\u308c\u3092\u6301\u3064\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u306b\u5fdc\u7528\u3067\u304d\u308b\u3002<\/li>\n<\/ul>\n<h2>\u63d0\u5531\u30fb\u958b\u767a\u306e\u6b74\u53f2<\/h2>\n<p><span>LSTM\u306f1997\u5e74\u3001\u30c9\u30a4\u30c4\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<ruby><rb>Sepp Hochreiter<\/rb><rt>\u30bb\u30c3\u30d7\u30fb\u30db\u30d5\u30e9\u30a4\u30bf\u30fc<\/rt><\/ruby>\u6c0f\u3068<ruby><rb>J\u00fcrgen Schmidhuber<\/rb><rt>\u30e6\u30eb\u30b2\u30f3\u30fb\u30b7\u30e5\u30df\u30c3\u30c8\u30d5\u30fc\u30d0\u30fc<\/rt><\/ruby>\u6c0f\u306b\u3088\u3063\u3066\u767a\u8868\u3055\u308c\u305f\u3002\u5f53\u6642\u306eAI\u306f\u300c\u5c11\u3057\u524d\u306e\u3053\u3068\u3092\u3059\u3050\u306b\u5fd8\u308c\u308b\u300d\u3068\u3044\u3046\u8ab2\u984c\u3092\u62b1\u3048\u3066\u3044\u305f\u304c\u3001\u5f7c\u3089\u306f\u60c5\u5831\u3092\u52a3\u5316\u3055\u305b\u305a\u306b\u4fdd\u5b58\u3059\u308b\u56de\u8def\u3092\u8003\u6848\u3057\u3001\u3053\u306e\u58c1\u3092\u7a81\u7834\u3057\u305f\u3002\u305d\u306e\u5f8c\u30011999\u5e74\u306b\u300c\u5fd8\u5374\u30b2\u30fc\u30c8\u300d\u304c\u8ffd\u52a0\u3055\u308c\u3066\u5b8c\u6210\u5ea6\u304c\u9ad8\u307e\u308a\u3001\u73fe\u5728\u306eGoogle\u7ffb\u8a33\u3084\u97f3\u58f0\u8a8d\u8b58\u306a\u3069\u3001AI\u30d6\u30fc\u30e0\u3092\u652f\u3048\u308b\u57fa\u790e\u6280\u8853\u3068\u3057\u3066\u5b9a\u7740\u3057\u3066\u3044\u308b\u3002<\/span><\/p>\n\n\t\t<style type=\"text\/css\">\n\t\t\t#gallery-1 {\n\t\t\t\tmargin: auto;\n\t\t\t}\n\t\t\t#gallery-1 .gallery-item {\n\t\t\t\tfloat: left;\n\t\t\t\tmargin-top: 10px;\n\t\t\t\ttext-align: center;\n\t\t\t\twidth: 50%;\n\t\t\t}\n\t\t\t#gallery-1 img {\n\t\t\t\tborder: 2px solid #cfcfcf;\n\t\t\t}\n\t\t\t#gallery-1 .gallery-caption {\n\t\t\t\tmargin-left: 0;\n\t\t\t}\n\t\t\t\/* see gallery_shortcode() in wp-includes\/media.php *\/\n\t\t<\/style>\n\t\t<div id='gallery-1' class='gallery galleryid-36765 gallery-columns-2 gallery-size-large'><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/lstm\/sepp_hochreiter\/'><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"768\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/sepp-hochreiter.jpg\" class=\"attachment-large size-large\" alt=\"\u30bb\u30c3\u30d7\u30fb\u30db\u30d5\u30e9\u30a4\u30bf\u30fc\u6c0f\" aria-describedby=\"gallery-1-36811\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/sepp-hochreiter.jpg 512w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/sepp-hochreiter-200x300.jpg 200w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-36811'>\n\t\t\t\t\u30bb\u30c3\u30d7\u30fb\u30db\u30d5\u30e9\u30a4\u30bf\u30fc\u6c0f<br \/>\n<a href=\"https:\/\/en.wikipedia.org\/wiki\/Sepp_Hochreiter\" target=\"_blank\" rel=\"noopener\">https:\/\/en.wikipedia.org\/wiki\/Sepp_Hochreiter<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><dl class='gallery-item'>\n\t\t\t<dt class='gallery-icon portrait'>\n\t\t\t\t<a href='https:\/\/uxdaystokyo.com\/articles\/glossary\/lstm\/jurgen_schmidhuber\/'><img loading=\"lazy\" decoding=\"async\" width=\"512\" height=\"724\" src=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/jurgen-schmidhuber.jpg\" class=\"attachment-large size-large\" alt=\"\u30e6\u30eb\u30b2\u30f3\u30fb\u30b7\u30e5\u30df\u30c3\u30c8\u30d5\u30fc\u30d0\u30fc\u6c0f\" aria-describedby=\"gallery-1-36812\" srcset=\"https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/jurgen-schmidhuber.jpg 512w, https:\/\/uxdaystokyo.com\/articles\/wp-content\/uploads\/2025\/11\/jurgen-schmidhuber-212x300.jpg 212w\" sizes=\"auto, (max-width: 512px) 100vw, 512px\" \/><\/a>\n\t\t\t<\/dt>\n\t\t\t\t<dd class='wp-caption-text gallery-caption' id='gallery-1-36812'>\n\t\t\t\t\u30e6\u30eb\u30b2\u30f3\u30fb\u30b7\u30e5\u30df\u30c3\u30c8\u30d5\u30fc\u30d0\u30fc\u6c0f<br \/>\n<a href=\"https:\/\/en.wikipedia.org\/wiki\/J%C3%BCrgen_Schmidhuber\" target=\"_blank\" rel=\"noopener\">https:\/\/en.wikipedia.org\/wiki\/J\u00fcrgen_Schmidhuber<\/a>\u3088\u308a\u5f15\u7528\n\t\t\t\t<\/dd><\/dl><br style=\"clear: both\" \/>\n\t\t<\/div>\n\n<h2>\u30c7\u30b6\u30a4\u30f3\u4e0a\u3067\u306e\u5229\u7528\u65b9\u6cd5<\/h2>\n<p>\u30d7\u30ed\u30c0\u30af\u30c8\u30c7\u30b6\u30a4\u30f3\u306b\u304a\u3044\u3066\u300c\u30e6\u30fc\u30b6\u30fc\u306e\u72b6\u6cc1\u3084\u6d41\u308c\u3092\u7406\u89e3\u3057\u3001\u305d\u308c\u306b\u5408\u308f\u305b\u305f\u4f53\u9a13\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u300d\u3068\u3057\u3066LSTM\u3092\u6d3b\u7528\u3067\u304d\u308b\u3002<\/p>\n<p>\u30c7\u30b6\u30a4\u30f3\u306e\u8996\u70b9\u3067\u306f\u3001\u300c\u4e00\u6642\u7684\u306a\u884c\u52d5\uff08\u70b9\uff09\u300d\u3060\u3051\u3092\u898b\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u300c\u904e\u53bb\u304b\u3089\u73fe\u5728\u307e\u3067\u306e\u884c\u52d5\u306e\u6d41\u308c\uff08\u7dda\uff09\u300d\u3092\u628a\u63e1\u3059\u308b\u305f\u3081\u306b\u4f7f\u3046\u3002\u30e6\u30fc\u30b6\u30fc\u304c\u4eca\u884c\u3063\u305f\u64cd\u4f5c\u3060\u3051\u3067\u306a\u304f\u3001\u3053\u308c\u307e\u3067\u306e\u5c65\u6b74\uff08\u30b7\u30fc\u30b1\u30f3\u30b9\uff09\u5168\u4f53\u3092\u5206\u6790\u3057\u3001\u305d\u306e\u60c5\u5831\u3092\u3082\u3068\u306b\u6b21\u306b\u5fc5\u8981\u3068\u306a\u308b\u63d0\u6848\u3084\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u5148\u56de\u308a\u3057\u3066\u63d0\u793a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3002<\/p>\n<h2>\u300c\u3053\u306e\u5834\u9762\u306b\u4f7f\u3048\u308b\u300d\u30b7\u30fc\u30f3\u3068\u5177\u4f53\u4f8b<\/h2>\n<table>\n<thead>\n<tr>\n<th>\u5229\u7528\u30b7\u30fc\u30f3<\/th>\n<th>\u5177\u4f53\u7684\u306a\u30c7\u30b6\u30a4\u30f3\u4e8b\u4f8b<\/th>\n<th>LSTM\u306e\u5f79\u5272<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u2460 \u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\u306e\u6587\u5b57\u5165\u529b<\/strong><\/td>\n<td><strong>\u4e88\u6e2c\u5909\u63db\u6a5f\u80fd<\/strong><br \/>\n\u300c\u304a\u4e16\u8a71\u306b\u300d\u3068\u6253\u3064\u3068\u3001\u904e\u53bb\u306e\u30e1\u30fc\u30eb\u306e\u6587\u8108\u304b\u3089\u300c\u306a\u3063\u3066\u304a\u308a\u307e\u3059\u300d\u3068\u7d9a\u304f\u5019\u88dc\u3092\u51fa\u3059\u3002<\/td>\n<td>\u5358\u8a9e\u306e\u4e26\u3073\u9806\u3092\u8a18\u61b6\u3057\u3001\u6b21\u306b\u6765\u308b\u78ba\u7387\u304c\u9ad8\u3044\u8a00\u8449\u3092\u4e88\u6e2c\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u2461 \u624b\u66f8\u304d\u5165\u529b\u30a2\u30d7\u30ea<\/strong><\/td>\n<td><strong>\u5d29\u308c\u305f\u6587\u5b57\u306e\u8a8d\u8b58<\/strong><br \/>\n\u6025\u3044\u3067\u66f8\u3044\u305f\u6c5a\u3044\u6587\u5b57\u3067\u3082\u3001\u524d\u5f8c\u306e\u7b46\u8de1\u306e\u6d41\u308c\u304b\u3089\u6b63\u3057\u3044\u6587\u5b57\u3068\u3057\u3066\u8a8d\u8b58\u30fb\u5909\u63db\u3059\u308b\u3002<\/td>\n<td>\u30da\u30f3\u306e\u52d5\u304d\uff08\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\uff09\u3092\u89e3\u6790\u3057\u3001\u6587\u5b57\u306e\u5f62\u72b6\u3092\u63a8\u6e2c\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u2462 \u97f3\u697d\u30fb\u52d5\u753b\u914d\u4fe1\u30b5\u30fc\u30d3\u30b9<\/strong><\/td>\n<td><strong>\u300c\u6b21\u306e\u304a\u3059\u3059\u3081\u300d\u306e\u7cbe\u5ea6\u5411\u4e0a<\/strong><br \/>\n\u30a2\u30af\u30b7\u30e7\u30f3\u6620\u753b\u30923\u672c\u9023\u7d9a\u3067\u898b\u305f\u5f8c\u306b\u3001\u6025\u306b\u9759\u304b\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30bf\u30ea\u30fc\u3092\u898b\u59cb\u3081\u305f\u5834\u5408\u3001\u305d\u306e\u300c\u6c17\u5206\u306e\u5909\u5316\u300d\u3092\u6c72\u307f\u53d6\u3063\u3066\u6b21\u306e\u5019\u88dc\u3092\u5909\u3048\u308b\u3002<\/td>\n<td>\u8996\u8074\u5c65\u6b74\u306e\u9806\u756a\uff08\u30b7\u30fc\u30b1\u30f3\u30b9\uff09\u304b\u3089\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u73fe\u5728\u306e\u8208\u5473\u306e\u79fb\u308a\u5909\u308f\u308a\u3092\u5b66\u7fd2\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr>\n<td><strong>\u2463 \u97f3\u58f0\u30a2\u30b7\u30b9\u30bf\u30f3\u30c8<\/strong><\/td>\n<td><strong>\u81ea\u7136\u306a\u4f1a\u8a71\u306e\u7d99\u7d9a<\/strong><br \/>\n\u300c\u6771\u4eac\u306e\u5929\u6c17\u306f\uff1f\u300d\u2192\u300c\u6674\u308c\u3067\u3059\u300d\u2192\u300c\u5927\u962a\u306f\uff1f\u300d\u3068\u805e\u3044\u305f\u6642\u3001\u300c\u5927\u962a\u306e\uff08\u5929\u6c17\u306f\uff1f\uff09\u300d\u3068\u6587\u8108\u3092\u88dc\u5b8c\u3057\u3066\u7b54\u3048\u308b\u3002<\/td>\n<td>\u76f4\u524d\u306e\u4f1a\u8a71\u306e\u5185\u5bb9\uff08\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\uff09\u3092\u4fdd\u6301\u3057\u3001\u7701\u7565\u3055\u308c\u305f\u4e3b\u8a9e\u3092\u88dc\u3046\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u95a2\u9023\u7528\u8a9e<\/h2>\n<blockquote class=\"wp-embedded-content\" data-secret=\"ItFZjVCaUj\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/\">\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30ea\u30ab\u30ec\u30f3\u30c8\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff08RNN\uff09&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/rnn\/embed\/#?secret=VFjyEv5AHp#?secret=ItFZjVCaUj\" data-secret=\"ItFZjVCaUj\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<blockquote class=\"wp-embedded-content\" data-secret=\"q5suXqM5yn\"><p><a href=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/neural-network\/\">\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af<\/a><\/p><\/blockquote>\n<p><iframe loading=\"lazy\" class=\"wp-embedded-content\" sandbox=\"allow-scripts\" security=\"restricted\" style=\"position: absolute; visibility: hidden;\" title=\"&#8220;\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af&#8221; &#8212; UX TIMES\" src=\"https:\/\/uxdaystokyo.com\/articles\/glossary\/neural-network\/embed\/#?secret=PYRn5TzCf2#?secret=q5suXqM5yn\" data-secret=\"q5suXqM5yn\" width=\"500\" height=\"282\" frameborder=\"0\" marginwidth=\"0\" marginheight=\"0\" scrolling=\"no\"><\/iframe><\/p>\n<h2>\u53c2\u8003\u30ea\u30f3\u30af<\/h2>\n<ul>\n<li><a href=\"https:\/\/direct.mit.edu\/neco\/article-abstract\/9\/8\/1735\/6109\/Long-Short-Term-Memory?\" target=\"_blank\" rel=\"noopener\">Long Short\u2011Term Memory(Neural Computation, 1997)<\/a><\/li>\n<li><a href=\"https:\/\/people.idsia.ch\/~juergen\/deep-learning-miraculous-year-1990-1991.html\" target=\"_blank\" rel=\"noopener\">J\u00fcrgen Schmidhuber&#8217;s AI Blog: Deep Learning\u306b\u95a2\u3059\u308b\u6b74\u53f2\u3068\u89e3\u8aac<\/a><\/li>\n<li><a href=\"https:\/\/developer.nvidia.com\/discover\/lstm\" target=\"_blank\" rel=\"noopener\">NVIDIA Developer \u306b\u3088\u308bLSTM\u306e\u4ed5\u7d44\u307f\u3068\u5fdc\u7528\u306e\u89e3\u8aac<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u9593\u306e\u8133\u306e\u3088\u3046\u306b\u300c\u6614\u306e\u3053\u3068\u3082\u4eca\u306e\u3053\u3068\u3082\u30d0\u30e9\u30f3\u30b9\u3088\u304f\u899a\u3048\u3001\u4e0d\u8981\u306a\u60c5\u5831\u306f\u5fd8\u308c\u308b\u300d\u3053\u3068\u304c\u3067\u304d\u308b\u3001\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306b\u7279\u5316\u3057\u305fAI\u6280\u8853<\/p>\n","protected":false},"author":12,"featured_media":36855,"template":"","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"English":"Long Short Term Memory","footnotes":""},"glossary-category":[418],"glossary_tag":[],"class_list":["post-36765","glossary","type-glossary","status-publish","has-post-thumbnail","hentry","glossary-category-technology"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary\/36765","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary"}],"about":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/types\/glossary"}],"author":[{"embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/users\/12"}],"version-history":[{"count":45,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary\/36765\/revisions"}],"predecessor-version":[{"id":36971,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary\/36765\/revisions\/36971"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/media\/36855"}],"wp:attachment":[{"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/media?parent=36765"}],"wp:term":[{"taxonomy":"glossary-category","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary-category?post=36765"},{"taxonomy":"glossary_tag","embeddable":true,"href":"https:\/\/uxdaystokyo.com\/articles\/wp-json\/wp\/v2\/glossary_tag?post=36765"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}