{"id":10526,"date":"2025-10-22T10:16:37","date_gmt":"2025-10-22T10:16:37","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=10526"},"modified":"2025-10-22T10:16:37","modified_gmt":"2025-10-22T10:16:37","slug":"%e3%80%8cfujitsu-%e5%9b%a0%e6%9e%9cai%e3%80%8d%e3%81%ae%e3%81%94%e7%b4%b9%e4%bb%8b-1-%e5%9b%a0%e6%9e%9c%e3%82%a2%e3%82%af%e3%82%b7%e3%83%a7%e3%83%b3%e6%9c%80%e9%81%a9%e5%8c%96%e6%8a%80%e8%a1%93-flt","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/10526\/","title":{"rendered":"\u300cFujitsu \u56e0\u679cAI\u300d\u306e\u3054\u7d39\u4ecb #1 \u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u6280\u8853 &#8211; fltech"},"content":{"rendered":"\n<\/p>\n<div>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251017\/20251017164814.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002\u4eba\u5de5\u77e5\u80fd\u7814\u7a76\u6240\u306e\u9ad8\u6728\u3001\u5ca1\u5d8b\u3001\u5c0f\u67f3\u3001\u5c0f\u5ddd\u3067\u3059\u3002<\/p>\n<p>\u5bcc\u58eb\u901a\u3067\u306f\u4f01\u696d\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306b\u3088\u308b\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u3001\u300c<strong>Fujitsu \u56e0\u679c AI<\/strong>\u300d\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u4f01\u696d\u30c7\u30fc\u30bf\u304b\u3089\u56e0\u679c\u95a2\u4fc2\u3092\u5206\u6790\u3057\u3001\u305d\u308c\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u6700\u3082\u52b9\u679c\u304c\u9ad8\u304f\u304b\u3064\u60aa\u5f71\u97ff\u3092\u53ca\u307c\u3055\u306a\u3044\u65bd\u7b56\u3092\u5e83\u7bc4\u56f2\u306a\u60c5\u5831\u3092\u3082\u3068\u306b\u63a8\u85a6\u3059\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>2025\u5e747\u6708\u3088\u308a\u3001\u305d\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u7248\u3092 AI \u30b5\u30fc\u30d3\u30b9 Fujitsu Kozuchi (R&amp;D) \u306e\u30e9\u30a4\u30f3\u30ca\u30c3\u30d7\u3068\u3057\u3066\u63d0\u4f9b\u3092\u958b\u59cb\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u672c\u8a18\u4e8b\u304b\u30893\u56de\u306b\u308f\u305f\u308a\u3001\u3053\u306e\u300cFujitsu \u56e0\u679c AI\u300d\u306e\u9b45\u529b\u3068\u6280\u8853\u7684\u306a\u80cc\u666f\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>Fujitsu \u56e0\u679c AI\u306f\u3001\u5f93\u6765\u306e\u65bd\u7b56\u63a8\u85a6\u6280\u8853\u304c\u62b1\u3048\u3066\u3044\u305f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u306b\u751f\u307e\u308c\u307e\u3057\u305f\u3002<\/p>\n<ul>\n<li>\u65bd\u7b56\u306b\u3088\u308b\u60aa\u5f71\u97ff (\u526f\u4f5c\u7528)\u306e\u8003\u616e\u304c\u96e3\u3057\u3044<\/li>\n<li>\u8907\u6570\u306e\u56e0\u679c\u95a2\u4fc2\u3092\u540c\u6642\u306b\u8003\u616e\u3067\u304d\u305a\u3001\u6700\u9069\u3068\u306f\u8a00\u3048\u306a\u3044\u65bd\u7b56\u3092\u63d0\u6848\u3057\u3066\u3057\u307e\u3046\u53ef\u80fd\u6027\u304c\u3042\u308b<\/li>\n<li>\u5358\u4e00\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3057\u304b\u4f7f\u3048\u306a\u3044\u306e\u3067\u3001\u30c7\u30fc\u30bf\u91cf\u3084\u504f\u308a\u306e\u5f71\u97ff\u3092\u53d7\u3051\u3084\u3059\u304f\u3001\u9650\u5b9a\u7684\u306a\u65bd\u7b56\u63d0\u6848\u3057\u304b\u5f97\u3089\u308c\u306a\u3044<\/li>\n<\/ul>\n<p>Fujitsu \u56e0\u679c AI\u306f\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3059\u308b\u305f\u3081\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u30b3\u30a2\u6280\u8853\u3067\u69cb\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u6280\u8853<\/strong><\/li>\n<li><strong>\u7d71\u5408\u56e0\u679c\u63a2\u7d22\u6280\u8853<\/strong><\/li>\n<li><strong>\u77e5\u8b58\u8a98\u5c0e\u56e0\u679c\u63a2\u7d22\u6280\u8853<\/strong><\/li>\n<\/ul>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"Fujitsu \u56e0\u679cAI\u306e\u6982\u8981\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251017\/20251017153641.png\" alt=\"Fujitsu \u56e0\u679cAI\u306e\u6982\u8981\" width=\"960\" height=\"540\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>Fujitsu \u56e0\u679cAI\u306e\u6982\u8981<\/figcaption><\/figure>\n<\/p>\n<p>\u672c\u9023\u8f09\u304c\u3001\u7686\u69d8\u306e\u8ab2\u984c\u89e3\u6c7a\u306e\u30d2\u30f3\u30c8\u3068\u306a\u308c\u3070\u5e78\u3044\u3067\u3059\u3002\u307e\u305f\u8a18\u4e8b\u306e\u6700\u5f8c\u306b\u306f\u3001\u672c\u6280\u8853\u3092\u8a66\u3059\u65b9\u6cd5\u306b\u3064\u3044\u3066\u3082\u3054\u6848\u5185\u3057\u307e\u3059\u3002<\/p>\n<p>(1) <strong>\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u6280\u8853<\/strong>(\u672c\u8a18\u4e8b)<br \/>\n<br \/>\u672c\u6280\u8853\u306f\u3001\u6570\u5024\u30c7\u30fc\u30bf\u304b\u3089\u4e8b\u8c61\u9593\u306e\u56e0\u679c\u95a2\u4fc2\u3092\u9ad8\u901f\u306b\u5206\u6790\u3057\u3001\u305d\u306e\u56e0\u679c\u95a2\u4fc2\u3092\u30b0\u30e9\u30d5\u3068\u81ea\u7136\u8a00\u8a9e\u306e\u6587\u7ae0\u3067\u8aac\u660e\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u305d\u306e\u56e0\u679c\u95a2\u4fc2\u306e\u7d50\u679c\u3092\u8e0f\u307e\u3048\u3066\u3001\u6700\u3082\u52b9\u679c\u304c\u9ad8\u304f\u304b\u3064\u60aa\u5f71\u97ff\u306e\u306a\u3044\u65bd\u7b56\u3092\u63a8\u85a6\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n<p>(2) <strong>\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u6280\u8853\u306e\u5b9f\u8a3c\u4e8b\u4f8b<\/strong> (11\u670814\u65e5\u9803\u3001\u8a18\u4e8b\u516c\u958b\u4e88\u5b9a)<br \/>\n<br \/>\u30d3\u30fc\u30eb\u306e\u91b8\u9020\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3051\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u8a2d\u8a08\u306b\u672c\u6280\u8853\u3092\u6d3b\u7528\u3057\u305f\u5b9f\u8a3c\u5b9f\u9a13\u306e\u4e8b\u4f8b\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p>(3) <strong>\u7d71\u5408\u56e0\u679c\u63a2\u7d22\u6280\u8853\u30fb\u77e5\u8b58\u8a98\u5c0e\u56e0\u679c\u63a2\u7d22\u6280\u8853<\/strong> (11\u670828\u65e5\u9803\u3001\u8a18\u4e8b\u516c\u958b\u4e88\u5b9a)<br \/>\n<br \/>\u7d71\u5408\u56e0\u679c\u63a2\u7d22\u6280\u8853\u306f\u3001\u7570\u306a\u308b\u30c9\u30e1\u30a4\u30f3\u306e\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7d71\u5408\u3057\u305f\u7d71\u5408\u7684\u306a\u56e0\u679c\u95a2\u4fc2\u3092\u5206\u6790\u3057\u30011\u3064\u306e\u30c9\u30e1\u30a4\u30f3\u306e\u89b3\u6e2c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u8aac\u660e\u3067\u304d\u306a\u304b\u3063\u305f\u5e83\u7bc4\u56f2\u306a\u95a2\u4fc2\u6027\u306e\u8aac\u660e\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u77e5\u8b58\u8a98\u5c0e\u56e0\u679c\u63a2\u7d22\u6280\u8853\u306f\u3001\u56e0\u679c\u95a2\u4fc2\u3092\u63a2\u7d22\u3059\u308b\u3068\u304d\u306e\u524d\u63d0\u77e5\u8b58\u3068\u3057\u3066\u904e\u53bb\u306e\u56e0\u679c\u95a2\u4fc2\u306e\u30b0\u30e9\u30d5\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u6570\u304c\u5c11\u306a\u3044\u5834\u5408\u3067\u3082\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5206\u6790\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"\u306a\u305c\u56e0\u679c\u95a2\u4fc2\u3092\u6349\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b\">\u306a\u305c\u56e0\u679c\u95a2\u4fc2\u3092\u6349\u3048\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u304b?<\/h3>\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u3067<strong>\u76f8\u95a2 (correlation)<\/strong> \u306f\u300c\u4e00\u7dd2\u306b\u5897\u6e1b\u3057\u3066\u3044\u308b\u30fb\u540c\u3058\u30bf\u30a4\u30df\u30f3\u30b0\u3067\u52d5\u3044\u3066\u3044\u308b\u300d\u3068\u3044\u3063\u305f\u3053\u3068\u3057\u304b\u6559\u3048\u3066\u304f\u308c\u307e\u305b\u3093\u3002\u3068\u3053\u308d\u304c\u3001\u30d3\u30b8\u30cd\u30b9\u3067\u672c\u5f53\u306b\u77e5\u308a\u305f\u3044\u306e\u306f\u300c\u3069\u306e\u6307\u6a19\u306b\u624b\u3092\u6253\u3066\u3070\u3001\u72d9\u3063\u305f\u6210\u679c\u304c\u52b9\u304f\u306e\u304b\u300d\u3068\u3044\u3046<strong>\u56e0\u679c (causality)<\/strong> \u3067\u3059\u3002<\/p>\n<p>\u305f\u3068\u3048\u3070\u300c<strong>\u30a2\u30a4\u30b9\u306e\u58f2\u308a\u4e0a\u3052<\/strong>\u300d\u3068\u300c<strong>\u6eba\u6c34\u4e8b\u6545\u306e\u4ef6\u6570<\/strong>\u300d\u306b\u306f\u9ad8\u3044\u76f8\u95a2\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4e21\u8005\u3092\u7d50\u3076\u76f4\u63a5\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u771f\u306e\u539f\u56e0\u306f\u3001\u4e21\u8005\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u201c\u6691\u3044\u65e5\u201d\u3068\u3044\u3046\u7b2c3\u306e\u5909\u6570\u3067\u3059\u3002\u540c\u69d8\u306b\u300c\u56fd\u5225\u30c1\u30e7\u30b3\u30ec\u30fc\u30c8\u6d88\u8cbb\u91cf\u3068\u30ce\u30fc\u30d9\u30eb\u8cde\u53d7\u8cde\u8005\u6570\u300d\u306e\u76f8\u95a2\u30b0\u30e9\u30d5\u306f\u6709\u540d\u3067\u3059\u304c\u3001\u30c1\u30e7\u30b3\u3092\u914d\u3063\u3066\u3082\u53d7\u8cde\u306f\u5897\u3048\u307e\u305b\u3093\u3002\u3053\u306e\u3088\u3046\u306a\u898b\u305b\u304b\u3051\u306e<strong>\u76f8\u95a2(\u7591\u4f3c\u76f8\u95a2)<\/strong>\u306b\u60d1\u308f\u3055\u308c\u305a\u3001\u6b63\u3057\u3044\u6253\u3061\u624b\u3092\u5c0e\u304d\u51fa\u3059\u305f\u3081\u306b\u306f\u3001\u300c<strong>\u3082\u3057X\u3092\u5909\u3048\u305f\u3089\u3001Y\u306f\u3069\u3046\u5909\u308f\u308b\u304b?<\/strong>\u300d\u3068\u3044\u3046 <strong>\u4ecb\u5165 (intervention)<\/strong> \u306e\u52b9\u679c\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u304d\u308b\u56e0\u679c\u5206\u6790\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<h3 id=\"\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\">\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u3067\u4f55\u304c\u3067\u304d\u308b\u306e?<\/h3>\n<p>\u56e0\u679c\u5206\u6790\u306e\u30b4\u30fc\u30eb\u306f\u3001\u300c\u539f\u56e0\u3068\u7d50\u679c\u300d\u3092<strong>\u56f3\u3068\u3057\u3066\u89e3\u304d\u307b\u3050\u3057<\/strong>\u3001\u3055\u3089\u306b<strong>\u671b\u307e\u3057\u3044\u7d50\u679c\u3092\u5f97\u308b\u305f\u3081\u306e\u5177\u4f53\u7684\u306a\u65bd\u7b56<\/strong>\u306b\u843d\u3068\u3057\u8fbc\u3080\u3053\u3068\u3067\u3059\u3002\u300cFujitsu \u56e0\u679c AI\u300d\u304c\u63d0\u4f9b\u3059\u308b<strong>\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316<\/strong>\u306f\u6b21\u306e2\u3064\u306e\u4fa1\u5024\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>1) <strong>\u56e0\u679c\u63a2\u7d22<\/strong> &#8211; \u307e\u305a\u306f\u89b3\u6e2c\u30c7\u30fc\u30bf\u304b\u3089\u539f\u56e0\u3068\u7d50\u679c\u3092\u77e2\u5370\u3067\u63a5\u7d9a\u3057\u305f\u30b0\u30e9\u30d5\u69cb\u9020 (<strong>\u56e0\u679c\u30b0\u30e9\u30d5<\/strong>)\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u4f8b\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20250919\/20250919141445.png\" alt=\"\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u4f8b\" width=\"358\" height=\"357\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u4f8b<\/figcaption><\/figure>\n<\/p>\n<p>2) <strong>\u65bd\u7b56\u7acb\u6848<\/strong> &#8211; \u5f97\u3089\u308c\u305f\u56e0\u679c\u30b0\u30e9\u30d5\u3092\u4f7f\u3044\u3001\u300c\u300e\u6b8b\u696d\u6642\u9593\u300f\u3092\u5897\u3084\u3055\u305a\u306b\u3001\u300e\u58f2\u4e0a\u300f\u309210%\u4e0a\u3052\u308b\u300d\u3068\u3044\u3046\u76ee\u6a19\u3068\u5236\u7d04\u306e\u3082\u3068\u3067\u3001\u3069\u306e\u5909\u6570\u306b\u3069\u308c\u3060\u3051\u4ecb\u5165\u3059\u308c\u3070\u3088\u3044\u304b\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u5b9f\u4f8b<\/strong><\/p>\n<ul>\n<li><strong>\u88fd\u9020\u696d<\/strong>: \u7406\u60f3\u306e\u30d3\u30fc\u30eb(\u5473\u899a\u6307\u6a19 pH\u3001\u82e6\u5473 IBU\u306a\u3069)\u3092\u5165\u529b\u3059\u308b\u3068\u3001\u5de5\u5834\u8a2d\u5b9a\u5024(\u767a\u9175\u6e29\u5ea6\u3084\u30db\u30c3\u30d7\u6295\u5165\u91cf\u306a\u3069)\u3068\u5b8c\u6210\u54c1\u3068\u306e\u9593\u306e\u56e0\u679c\u95a2\u4fc2\u3092\u5206\u6790\u3057\u3001\u6700\u9069\u306a\u88fd\u9020\u8a2d\u5b9a\u5024\u3092\u63d0\u6848\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u7d44\u7e54\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8<\/strong>:\u5f93\u696d\u54e1\u6e80\u8db3\u5ea6\u3092\u4e0a\u3052\u3064\u3064\u3001\u751f\u7523\u6027\u3092\u60aa\u5316\u3055\u305b\u306a\u3044\u305f\u3081\u306e<strong>\u4eba\u4e8b\u65bd\u7b56(\u7814\u4fee\u6642\u9593\u3001\u8a55\u4fa1\u5236\u5ea6\u306e\u91cd\u307f\u3065\u3051\u3001\u798f\u5229\u539a\u751f &#8230;) \u306e\u6700\u9069\u306a\u7d44\u307f\u5408\u308f\u305b<\/strong>\u3092\u81ea\u52d5\u3067\u63d0\u6848\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3 id=\"\u65e2\u5b58\u6280\u8853\u306e\u8ab2\u984c\u306f\">\u65e2\u5b58\u6280\u8853\u306e\u8ab2\u984c\u306f?<\/h3>\n<p>\u3053\u308c\u3089\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e2\u3064\u306e\u5927\u304d\u306a\u58c1\u3092\u4e57\u308a\u8d8a\u3048\u306a\u3051\u308c\u3070\u306a\u308a\u307e\u305b\u3093\u3002<\/p>\n<ul>\n<li><strong>\u30b9\u30b1\u30fc\u30eb\u306e\u58c1<\/strong>: \u4ee3\u8868\u7684\u306a\u56e0\u679c\u63a2\u7d22\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 (PC, FCI, DirectLiNGAM \u306a\u3069)\u306f\u3001\u5909\u6570\u304c\u6570\u767e\u3092\u8d85\u3048\u308b\u3068\u8a08\u7b97\u91cf\u304c\u7206\u767a\u7684\u306b\u5897\u52a0\u3057\u3001\u73fe\u5b9f\u306eIoT \u30bb\u30f3\u30b5\u30c7\u30fc\u30bf\u3084\u4eba\u4e8b (HR) \u30c7\u30fc\u30bf\u306e\u3088\u3046\u306a<strong>\u6570\u5343\u5909\u6570<\/strong>\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/li>\n<li><strong>\u65bd\u7b56\u306e\u526f\u4f5c\u7528<\/strong>: \u56e0\u679c\u69cb\u9020\u304c\u5206\u304b\u3063\u3066\u3082\u3001\u300cA\u3092\u4e0a\u3052\u3064\u3064B \u306f\u4e0b\u3052\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u76ee\u7684\u3092\u540c\u6642\u306b\u6700\u9069\u5316\u3059\u308b\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u5c11\u306a\u304f\u3001\u5341\u5206\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u300cA\u309210% \u6539\u5584\u3057\u305f\u3089B\u304c20%\u60aa\u5316\u3057\u305f\u300d\u3068\u3044\u3063\u305f<strong>\u60f3\u5b9a\u5916\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5<\/strong>\u304c\u767a\u751f\u3057\u304c\u3061\u3067\u3057\u305f\u3002<\/li>\n<\/ul>\n<h3 id=\"\u3069\u3046\u3084\u3063\u3066\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u306e\">\u3069\u3046\u3084\u3063\u3066\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u3092\u5b9f\u73fe\u3057\u3066\u3044\u308b\u306e?<\/h3>\n<p>\u5bcc\u58eb\u901a\u306f\u56fd\u969b\u4f1a\u8b70 ECML-PKDD 2024 \u3067\u767a\u8868\u3057\u305f\u72ec\u81ea\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0 <strong>Layered LiNGAM<\/strong> \u3068\u6700\u9069\u5316\u6280\u8853\u3092\u4e2d\u6838\u306b\u636e\u3048\u3066\u3001\u3053\u308c\u3089\u306e\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u3066\u3044\u307e\u3059\u3002<br \/>\n<a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2024\/09\/12\/ecmlpkdd2024-layeredlingam-ja\">fltech &#8211; \u5bcc\u58eb\u901a\u7814\u7a76\u6240\u306e\u6280\u8853\u30d6\u30ed\u30b0<\/a><\/p>\n<ul>\n<li><strong>\u9ad8\u901f\u306a\u56e0\u679c\u63a2\u7d22<\/strong>:\u300c<strong>Layered LiNGAM<\/strong>\u300d\u306f\u3001\u5909\u6570\u3092<strong>\u30ec\u30a4\u30e4\u30fc\u69cb\u9020<\/strong>\u3067\u307e\u3068\u3081\u3066\u51e6\u7406\u3059\u308b\u3053\u3068\u3067\u3001\u5f93\u6765\u3001\u8a08\u7b97\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3060\u3063\u305f\u56e0\u679c\u9806\u5e8f\u306e\u63a8\u5b9a\u3092\u5287\u7684\u306b\u9ad8\u901f\u5316\u3057\u307e\u3059\u3002\u5b9f\u9a13\u3067\u306f\u3001\u4ee3\u8868\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3042\u308b DirectLiNGAM \u306b\u5bfe\u3057\u3066100\u500d\u4ee5\u4e0a\u306e\u9ad8\u901f\u5316\u3092\u9054\u6210\u3057\u3001<strong>\u6570\u5343\u5909\u6570<\/strong>\u306e\u5b9f\u30c7\u30fc\u30bf\u3067\u3082\u73fe\u5b9f\u7684\u306a\u6642\u9593\u3067\u306e\u5206\u6790\u3092\u53ef\u80fd\u306b\u3057\u307e\u3057\u305f\u3002<\/li>\n<li><strong>\u8907\u96d1\u306a\u5236\u7d04\u4e0b\u3067\u306e\u6700\u9069\u5316<\/strong>: \u5f97\u3089\u308c\u305f\u56e0\u679c\u30b0\u30e9\u30d5\u306b\u5bfe\u3057 <strong>\u5236\u7d04\u4ed8\u304d\u6700\u9069\u5316<\/strong>\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u300cKPI A \u306f\u7dad\u6301\u3057\u306a\u304c\u3089 KPI B \u3092\u6700\u5927\u5316\u3059\u308b\u300d\u300c\u30b3\u30b9\u30c8\u7dcf\u984d\u306f\u25cb\u5186\u4ee5\u5185\u300d\u306a\u3069\u8907\u96d1\u306a\u30d3\u30b8\u30cd\u30b9\u8981\u4ef6(\u5236\u7d04)\u3092\u540c\u6642\u306b\u8003\u616e\u3057\u305f\u3001\u73fe\u5b9f\u7684\u306a\u65bd\u7b56\u3092\u63d0\u6848\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u3053\u3053\u3067\u306fLayeredLiNGAM\u306e\u57fa\u672c\u7684\u306a\u30a2\u30a4\u30c7\u30a2\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u901a\u5e38\u3001\u56e0\u679c\u63a2\u7d22\u306f\u2460\u56e0\u679c\u9806\u5e8f\uff08\u30c8\u30dd\u30ed\u30b8\u30ab\u30eb\u9806\uff09\u306e\u63a8\u5b9a \u3068 \u2461\u9806\u5e8f\u306b\u5f93\u3063\u305f\u8fba\u306e\u63a8\u5b9a\u3001\u3068\u3044\u3046\u4e8c\u6bb5\u69cb\u3048\u3067\u884c\u3044\u307e\u3059\u3002\u2460\u3067\u306f\u6b21\u306e\u88dc\u984c\u3092\u7528\u3044\u307e\u3059\u3002<\/p>\n<p>\u5404<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20j\" alt=\" j\"\/>\u306b\u3064\u3044\u3066\u5358\u56de\u5e30\u6b8b\u5dee<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20r_i%5E%7B%28j%29%7D%3Dx_i-%5Chat%5Cbeta_%7Bij%7Dx_j\" alt=\" r_i^{(j)}=x_i-\\hat\\beta_{ij}x_j\"\/>\u3092\u4f5c\u308b\u3068\u3001<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20x_j%5C%20%5Ctext%7B%E3%81%8C%E5%A4%96%E7%94%9F%7D%5C%20%5CLongleftrightarrow%5C%20x_j%5C%20%5Ctext%7B%E3%81%AF%7D%5C%20%7Br_i%5E%7B%28j%29%7D%7D_%7Bi%5Cneq%20j%7D%5C%20%5Ctext%7B%E3%81%99%E3%81%B9%E3%81%A6%E3%81%A8%E7%8B%AC%E7%AB%8B%7D\" alt=\" x_j\\ \\text{\u304c\u5916\u751f}\\ \\Longleftrightarrow\\ x_j\\ \\text{\u306f}\\ {r_i^{(j)}}_{i\\neq j}\\ \\text{\u3059\u3079\u3066\u3068\u72ec\u7acb}\"\/><\/p>\n<p>\u304c\u6210\u308a\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u6700\u3082\u201c\u72ec\u7acb\u5ea6\u201d\u304c\u9ad8\u3044<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20x_j\" alt=\" x_j\"\/>\u3092\u9806\u306b\u629c\u304d\u51fa\u3057\u3066\u56e0\u679c\u9806\u5e8f\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u5916\u751f\u540c\u5b9a\u306b\u306f\u5909\u6570\u3068\u6b8b\u5dee\u306e\u72ec\u7acb\u6027\u691c\u5b9a\u304c\u5fc5\u8981\u3067\u3001\u691c\u5b9a1\u56de\u306e\u8a08\u7b97\u91cf\u3092<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20C\" alt=\" C\"\/>\u3001\u5909\u6570\u6570\u3092<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20d\" alt=\" d\"\/>\u3068\u3059\u308b\u3068\u3001\u9806\u5e8f\u63a8\u5b9a\u306e\u8a08\u7b97\u91cf\u306f<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20%5Cmathcal%7BO%7D%28C%5C%2Cd%5E%7B3%7D%29\" alt=\" \\mathcal{O}(C\\,d^{3})\"\/>\u306b\u9054\u3057\u307e\u3059\u3002\u3053\u306e\u51e6\u7406\u304c\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001DirectLiNGAM \u304c\u5916\u751f\u5909\u6570\u3092<strong>1 \u3064\u305a\u3064<\/strong>\u629c\u304f\u306e\u306b\u5bfe\u3057\u3001Layered LiNGAM \u306f<strong>\u5916\u751f\u96c6\u5408\uff08\u5c64\uff09<\/strong>\u3092<strong>\u540c\u6642\u306b<\/strong>\u62bd\u51fa\u3057\u307e\u3059\u3002\u5c64\u5316\u9806\u5e8f <img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20%5Cmathcal%7BLO%7D\" alt=\" \\mathcal{LO}\"\/>\u3092\u5c0e\u5165\u3057\u3066\u3001<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%0Ax_i%3D%5Csum_%7Bj%3A%5C%20%5Cmathcal%7BLO%7D%28j%29%20%5Clt%20%5Cmathcal%7BLO%7D%28i%29%7D%20b_%7Bij%7Dx_j%20%2B%20e_i%0A\" alt=\"&#10;x_i=\\sum_{j:\\ \\mathcal{LO}(j) \\lt \\mathcal{LO}(i)} b_{ij}x_j + e_i&#10;\"\/><\/p>\n<p>\u3092\u6e80\u305f\u3059\u5c64\u3092\u4e0a\u304b\u3089\u9806\u306b\u9664\u53bb\u3057\u307e\u3059\u3002\u5916\u751f\u96c6\u5408<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20X_J\" alt=\" X_J\"\/>\u3092\u91cd\u56de\u5e30\u3067\u53d6\u308a\u9664\u3044\u305f\u6b8b\u5dee\u7cfb<img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20%5Cmathbf%7Br%7D%5EJ\" alt=\" \\mathbf{r}^J\"\/> \u3082 LiNGAM \u3092\u6e80\u305f\u3059\u305f\u3081\uff08\u96c6\u5408\u7248\u306e\u88dc\u984c\uff09\u3001\u3053\u308c\u3092\u518d\u5e30\u3057\u3066\u5c64\u5316\u9806\u5e8f\u3092\u5f97\u307e\u3059\u3002\u7d50\u679c\u3068\u3057\u3066\u3001<strong>\u30eb\u30fc\u30d7\u56de\u6570\u304c\u300c\u5909\u6570\u6570 <img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20d\" alt=\" d\"\/> \u300d\u2192\u300c\u5c64\u6570 <img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%20T%5Cle%20d\" alt=\" T\\le d\"\/>\u300d\u306b\u524a\u6e1b<\/strong>\u3055\u308c\u3001\u9806\u5e8f\u63a8\u5b9a\u306e\u8a08\u7b97\u91cf\u306f\u6982\u306d<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/chart.apis.google.com\/chart?cht=tx&amp;chl=%0A%5Cmathcal%7BO%7D%5Cleft%28C%5C%2CT%5C%2Cd%5E%7B2%7D%5Cright%29%5Cquad%28C%3A%5C%20%5Ctext%7B%E7%8B%AC%E7%AB%8B%E6%80%A7%E6%8C%87%E6%A8%99%201%20%E5%9B%9E%E3%81%AE%E8%A8%88%E7%AE%97%E3%82%B3%E3%82%B9%E3%83%88%7D%29%0A\" alt=\"&#10;\\mathcal{O}\\left(C\\,T\\,d^{2}\\right)\\quad(C:\\ \\text{\u72ec\u7acb\u6027\u6307\u6a19 1 \u56de\u306e\u8a08\u7b97\u30b3\u30b9\u30c8})&#10;\"\/><\/p>\n<p>\u307e\u3067\u4e0b\u304c\u308a\u307e\u3059\u3002\u5c64\u304c\u5c11\u306a\u3044\u5927\u898f\u6a21\u554f\u984c\u307b\u3069\u52b9\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u5de5\u592b\u306b\u3088\u308a\u3001\u65e2\u5b58\u306e\u6280\u8853\u306b\u6bd4\u3079\u3066\u5927\u5e45\u306a\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002\u8a73\u3057\u304f\u306f\u8a73\u7d30\u3092\u89e3\u8aac\u3057\u305f\u30c6\u30c3\u30af\u30d6\u30ed\u30b0\u8a18\u4e8b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2024\/09\/12\/ecmlpkdd2024-layeredlingam-ja\">fltech &#8211; \u5bcc\u58eb\u901a\u7814\u7a76\u6240\u306e\u6280\u8853\u30d6\u30ed\u30b0<\/a><\/p>\n<h3 id=\"LLM\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u3067\u5206\u6790\u306f\u3069\u3046\u5909\u308f\u308b\u306e\u304b\">LLM(\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb)\u3067\u5206\u6790\u306f\u3069\u3046\u5909\u308f\u308b\u306e\u304b?<\/h3>\n<p>\u3055\u3089\u306b\u3001LLM\u306b\u3088\u308b\u652f\u63f4\u6280\u8853\u3092\u642d\u8f09\u3059\u308b\u3053\u3068\u3067\u3001\u5206\u6790\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u30b9\u30e0\u30fc\u30ba\u3067\u308f\u304b\u308a\u3084\u3059\u3044\u3082\u306e\u306b\u3057\u307e\u3057\u305f\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u70b9\u3067\u30e6\u30fc\u30b6\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u4e8b\u524d\u77e5\u8b58\u306e\u8a2d\u5b9a\u652f\u63f4<\/strong>: \u30e6\u30fc\u30b6\u304c\u56e0\u679c\u63a2\u7d22\u3059\u308b\u524d\u306b\u8a2d\u5b9a\u3059\u308b\u300c\u4e8b\u524d\u77e5\u8b58\u300d\u306e\u629c\u3051\u6f0f\u308c\u3092\u9632\u6b62\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u89e3\u91c8\u652f\u63f4<\/strong>: \u5206\u6790\u306e\u7d50\u679c\u3001\u8907\u6570\u306e\u56e0\u679c\u30b0\u30e9\u30d5\u304c\u751f\u6210\u3055\u308c\u308b\u304c\u3001\u305d\u308c\u3089\u306e\u56e0\u679c\u30b0\u30e9\u30d5\u3092\u8aad\u307f\u89e3\u304f\u3053\u3068\u3092\u652f\u63f4\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u56e0\u679c\u30b0\u30e9\u30d5\u306b\u304a\u3051\u308b\u30e6\u30fc\u30b6\u304c\u7740\u76ee\u3059\u308b\u5909\u6570\u306e\u95a2\u4fc2\u6027\u3092\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n<li><strong>\u65bd\u7b56\u306e\u59a5\u5f53\u6027\u78ba\u8a8d\u652f\u63f4<\/strong>:\u63d0\u6848\u3055\u308c\u305f\u65bd\u7b56\u304c\u306a\u305c\u6709\u52b9\u306a\u306e\u304b\u3092\u3001\u56e0\u679c\u30b0\u30e9\u30d5\u3068\u306e\u6574\u5408\u6027\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u6839\u62e0\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u6280\u8853\u30fb\u6a5f\u80fd\u306e\u5168\u4f53\u306e\u6d41\u308c\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251017\/20251017132128.png\" alt=\"\u6280\u8853\u30fb\u6a5f\u80fd\u306e\u5168\u4f53\u306e\u6d41\u308c\" width=\"927\" height=\"221\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u6280\u8853\u30fb\u6a5f\u80fd\u306e\u5168\u4f53\u306e\u6d41\u308c<\/figcaption><\/figure>\n<\/p>\n<p>\u56e0\u679c\u63a2\u7d22\u3068\u56e0\u679c\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u3092\u542b\u3081\u3001\u6280\u8853\u30fb\u6a5f\u80fd\u306e\u5168\u4f53\u306e\u6d41\u308c\u306f\u3053\u306e\u56f3\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u6280\u8853\u306b\u3064\u3044\u3066\u3001\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3 id=\"\u4e8b\u524d\u77e5\u8b58\u63d0\u793a\u6280\u8853\">\u4e8b\u524d\u77e5\u8b58\u63d0\u793a\u6280\u8853<\/h3>\n<p>\u5206\u6790\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3046\u3048\u3067\u3001\u300cA\u306fB\u306e\u539f\u56e0\u306b\u306a\u308a\u3046\u308b\u304c\u3001\u9006\u306f\u306a\u3044\u300d\u3068\u3044\u3063\u305f\u4e8b\u524d\u77e5\u8b58\u306e\u8a2d\u5b9a\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u306e\u6280\u8853\u306f\u3001\u4e8b\u524d\u77e5\u8b58\u306e\u5019\u88dc\u3092\u63d0\u6848\u3059\u308b\u3053\u3068\u3067\u3001\u3053\u306e\u4f5c\u696d\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<p>\u672c\u6280\u8853\u306e\u56e0\u679c\u63a2\u7d22\u3067\u306f\u3001\u4ee5\u4e0b\u306e4\u7a2e\u985e\u306e\u4e8b\u524d\u77e5\u8b58\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li><strong>\u56e0\u679c\u9806\u5e8f<\/strong>\u306f\u3001\u3042\u308b\u5909\u6570\u304c\u5225\u306e\u5909\u6570\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u5834\u5408\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\n<ul>\n<li>\u4f8b\u3048\u3070\u3001\u300c\u5e83\u544a\u8cbb\u2192\u58f2\u4e0a\u300d\u3068\u6307\u5b9a\u3059\u308b\u3068\u3001\u5e83\u544a\u8cbb\u304c\u58f2\u4e0a\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u56e0\u679c\u95a2\u4fc2\u3092\u5c0e\u51fa\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u76f4\u63a5\u56e0\u679c\u7981\u6b62<\/strong>\u306f\u3001\u56e0\u679c\u95a2\u4fc2\u304c\u306a\u3044\u5834\u5408\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\n<ul>\n<li>\u4f8b\u3048\u3070\u3001\u300c\u8eab\u9577\u3084\u6210\u7e3e\u300d\u3068\u6307\u5b9a\u3059\u308b\u3068\u3001\u8eab\u9577\u304b\u3089\u6210\u7e3e\u3078\u306e\u76f4\u63a5\u306e\u56e0\u679c\u95a2\u4fc2\u306f\u5c0e\u51fa\u3055\u308c\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u59cb\u70b9\u5909\u6570<\/strong>\u306f\u3001\u4ed6\u306e\u5909\u6570\u304b\u3089\u5f71\u97ff\u3092\u53d7\u3051\u306a\u3044\u5834\u5408\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\n<ul>\n<li>\u4f8b\u3048\u3070\u3001\u300c\u51fa\u751f\u5730\u3001\u5e74\u9f62\u300d\u3068\u6307\u5b9a\u3059\u308b\u3068\u3001\u3053\u308c\u3089\u304c\u5f71\u97ff\u3092\u53d7\u3051\u308b\u56e0\u679c\u95a2\u4fc2\u306f\u5c0e\u51fa\u3055\u308c\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<\/li>\n<li><strong>\u7d42\u70b9\u5909\u6570<\/strong>\u306f\u3001\u4ed6\u306e\u5909\u6570\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u306a\u3044\u5834\u5408\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\n<ul>\n<li>\u4f8b\u3048\u3070\u3001\u300c\u9867\u5ba2\u6e80\u8db3\u5ea6\u300d\u3068\u6307\u5b9a\u3059\u308b\u3068\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u304c\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u56e0\u679c\u95a2\u4fc2\u306f\u5c0e\u51fa\u3055\u308c\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u4e8b\u524d\u77e5\u8b58\u8a2d\u5b9a\u753b\u9762\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20250919\/20250919142752.png\" alt=\"\u4e8b\u524d\u77e5\u8b58\u8a2d\u5b9a\u753b\u9762\" width=\"893\" height=\"439\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u4e8b\u524d\u77e5\u8b58\u8a2d\u5b9a\u753b\u9762<\/figcaption><\/figure>\n<\/p>\n<p>\u672c\u6280\u8853\u306f\u3001\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3055\u308c\u305f\u30c7\u30fc\u30bf\u306e\u5909\u6570\u540d\u3092\u3082\u3068\u306bLLM\u3092\u7528\u3044\u3066\u4e8b\u524d\u77e5\u8b58\u306e\u5019\u88dc\u3068\u3001\u305d\u306e<strong>\u6839\u62e0\u30fb\u78ba\u4fe1\u5ea6<\/strong>\u3092\u751f\u6210\u3057\u63d0\u793a\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u30e6\u30fc\u30b6\u306f\u3001\u63d0\u793a\u60c5\u5831\u3092\u624b\u304c\u304b\u308a\u306b\u3001\u629c\u3051\u6f0f\u308c\u3092\u6e1b\u3089\u3057\u3064\u3064\u4e8b\u524d\u77e5\u8b58\u3092\u7c21\u5358\u306b\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 id=\"\u56e0\u679c\u30b0\u30e9\u30d5\u65bd\u7b56\u306e\u8aac\u660e\u6280\u8853\">\u56e0\u679c\u30b0\u30e9\u30d5\u30fb\u65bd\u7b56\u306e\u8aac\u660e\u6280\u8853<\/h3>\n<p>\u5206\u6790\u7d50\u679c\u306e\u8907\u96d1\u306a\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u89e3\u91c8\u3068\u3001\u63a8\u85a6\u3055\u308c\u305f\u65bd\u7b56\u306e\u7406\u89e3\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u3001LLM\u304c\u81ea\u7136\u8a00\u8a9e\u3067\u8aac\u660e\u3092\u751f\u6210\u3059\u308b\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<h4 id=\"\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u8aac\u660e\">\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u8aac\u660e<\/h4>\n<ul>\n<li><strong>\u8981\u7d04\u30b0\u30e9\u30d5\u306e\u751f\u6210<\/strong>: \u8907\u6570\u306e\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u5206\u6790\u7d50\u679c\u304b\u3089\u3001\u4ee3\u8868\u7684\u304b\u3064\u91cd\u8981\u306a\u56e0\u679c\u69cb\u9020\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u300c\u8981\u7d04\u30b0\u30e9\u30d5\u300d\u3092\u751f\u6210\u3057\u307e\u3059\u3002\u3053\u306e\u8981\u7d04\u30b0\u30e9\u30d5\u306f\u3001\u9805\u76ee\u9593\u306e\u56e0\u679c\u95a2\u4fc2\u306e\u51fa\u73fe\u983b\u5ea6\u3001\u304a\u3088\u3073\u95a2\u4fc2\u304c\u5de1\u56de\u3057\u306a\u3044\u3068\u3044\u3046\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8907\u6570\u306e\u56e0\u679c\u30b0\u30e9\u30d5\u306b\u5171\u901a\u3059\u308b\u9805\u76ee\u9593\u306e\u95a2\u4fc2\u6027\u304c\u7c21\u6f54\u306b\u96c6\u7d04\u3055\u308c\u3001\u5909\u6570\u9593\u306e\u56e0\u679c\u95a2\u4fc2\u306e\u5168\u4f53\u50cf\u304c\u5206\u304b\u308a\u3084\u3059\u304f\u53ef\u8996\u5316\u3055\u308c\u307e\u3059\u3002<\/li>\n<li><strong>\u91cd\u8981\u30d1\u30b9\u306e\u5217\u6319\u3068\u8aac\u660e<\/strong>: \u8981\u7d04\u30b0\u30e9\u30d5\u306e\u4e2d\u304b\u3089\u3001\u7279\u306b\u6ce8\u76ee\u3059\u3079\u304d\u91cd\u8981\u306a\u56e0\u679c\u306e\u9023\u306a\u308a\uff08\u30d1\u30b9\uff09\u3092\u62bd\u51fa\u3057\u3001LLM\u304c\u300c\u306a\u305c\u305d\u306e\u3088\u3046\u306a\u95a2\u4fc2\u304c\u3042\u308b\u306e\u304b\u300d\u3092\u5c02\u9580\u77e5\u8b58\u304c\u306a\u3044\u65b9\u306b\u3082\u5206\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c\u30ea\u30bd\u30fc\u30b9\u304c\u8c4a\u5bcc\u3067\u3042\u308c\u3070\u3001\u5f93\u696d\u54e1\u304c\u7121\u7406\u306a\u304f\u50cd\u3051\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u5f93\u696d\u54e1\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306b\u826f\u3044\u5f71\u97ff\u3092\u4e0e\u3048\u307e\u3059\u3002\u300d\u3068\u3044\u3063\u305f\u5177\u4f53\u7684\u306a\u8aac\u660e\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u8aac\u660e\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u306f\u8907\u96d1\u306a\u56e0\u679c\u30b0\u30e9\u30d5\u5168\u4f53\u3092\u8aad\u307f\u89e3\u304b\u306a\u304f\u3066\u3082\u3001\u4e3b\u8981\u306a\u56e0\u679c\u95a2\u4fc2\u306e\u69cb\u9020\u3068\u5f71\u97ff\u3092\u76f4\u611f\u7684\u306b\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u8aac\u660e\u751f\u6210\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20250919\/20250919143008.png\" alt=\"\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u8aac\u660e\u751f\u6210\" width=\"1200\" height=\"543\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u8aac\u660e\u751f\u6210<\/figcaption><\/figure>\n<\/p>\n<h4 id=\"\u65bd\u7b56\u306e\u8aac\u660e\">\u65bd\u7b56\u306e\u8aac\u660e<\/h4>\n<ul>\n<li>LLM\u304c\u3001\u63a8\u85a6\u3055\u308c\u305f\u65bd\u7b56\u3068\u56e0\u679c\u30b0\u30e9\u30d5\u4e0a\u306e\u91cd\u8981\u30d1\u30b9\u3092\u7167\u5408\u3057\u3001<strong>\u306a\u305c\u3053\u306e\u65bd\u7b56\u304c\u63a8\u85a6\u3055\u308c\u308b\u306e\u304b<\/strong>\u3001<strong>\u3069\u306e\u56e0\u679c\u95a2\u4fc2\u306b\u57fa\u3065\u3044\u3066\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u308b\u306e\u304b<\/strong>\u3092\u5177\u4f53\u7684\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u300c\u3053\u306e\u65bd\u7b56\u306f\u3001\u6b8b\u696d\u6642\u9593\u3092\u5897\u52a0\u3055\u305b\u308b\u3053\u3068\u306b\u3088\u308a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u56e0\u679c\u30b0\u30e9\u30d5\u306b\u3088\u308c\u3070\u6b8b\u696d\u6642\u9593\u306e\u5897\u52a0\u306f\u30ef\u30fc\u30af\u30e9\u30a4\u30d5\u30d0\u30e9\u30f3\u30b9\u3092\u4f4e\u4e0b\u3055\u305b\u308b\u3053\u3068\u3082\u793a\u5506\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u300d\u3068\u3044\u3063\u305f\u8aac\u660e\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u306f\u65bd\u7b56\u306e\u59a5\u5f53\u6027\u3092\u5bb9\u6613\u306b\u8a55\u4fa1\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><figure class=\"figure-image figure-image-fotolife\" title=\"\u65bd\u7b56\u5185\u5bb9\u3084\u56e0\u679c\u30b0\u30e9\u30d5\u3068\u306e\u95a2\u4fc2\u306e\u8aac\u660e\u751f\u6210\"><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/f\/fltech-user\/20251017\/20251017134339.png\" alt=\"\u65bd\u7b56\u5185\u5bb9\u3084\u56e0\u679c\u30b0\u30e9\u30d5\u3068\u306e\u95a2\u4fc2\u306e\u8aac\u660e\u751f\u6210\" width=\"1200\" height=\"565\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><figcaption>\u65bd\u7b56\u5185\u5bb9\u3084\u56e0\u679c\u30b0\u30e9\u30d5\u3068\u306e\u95a2\u4fc2\u306e\u8aac\u660e\u751f\u6210<\/figcaption><\/figure>\n<\/p>\n<h3 id=\"Fujitsu-\u56e0\u679c-AI-\u3092\u8a66\u3057\u3066\u307f\u307e\u305b\u3093\u304b\">Fujitsu \u56e0\u679c AI \u3092\u8a66\u3057\u3066\u307f\u307e\u305b\u3093\u304b<\/h3>\n<p>\u4eca\u56de\u3054\u7d39\u4ecb\u3057\u305f\u56e0\u679c\u63a2\u7d22\u3068\u30a2\u30af\u30b7\u30e7\u30f3\u6700\u9069\u5316\u306e\u6a5f\u80fd\u306f\u3001\u5bcc\u58eb\u901a\u306eAI \u30b5\u30fc\u30d3\u30b9 \u300cFujitsu Kozuchi\u300d\u3092\u901a\u3058\u3066\u3001API\u3068GUI\u3067\u624b\u8efd\u306b\u3054\u5229\u7528\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306f\u4e0d\u8981\u3067\u3059\u3002CSV \u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u3001\u304a\u624b\u5143\u306e\u30c7\u30fc\u30bf\u304b\u3089\u56e0\u679c\u30b0\u30e9\u30d5\u3092\u53ef\u8996\u5316\u3057\u3001\u65bd\u7b56\u306e\u5019\u88dc\u30ea\u30b9\u30c8\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<div class=\"s_table\"><table>\n<thead>\n<tr>\n<th style=\"text-align:left;\"> \u30e6\u30fc\u30b9\u30b1\u30fc\u30b9         <\/th>\n<th style=\"text-align:left;\"> \u5165\u529b                                                                                                                                                                                                                                                                                                                           <\/th>\n<th style=\"text-align:left;\"> Kozuchi \u304c\u63d0\u6848\u3059\u308b\u30a2\u30a6\u30c8\u30d7\u30c3\u30c8                                                                                                                                                                                                                                                                 <\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td style=\"text-align:left;\"> \u30d3\u30fc\u30eb\u958b\u767a           <\/td>\n<td style=\"text-align:left;\"> \u5473\u899a\u30c1\u30e3\u30fc\u30c8 (\u82e6\u5473\u30fb\u7518\u5473\u30fb\u9999\u308a\u306a\u3069)\u3068\u5de5\u5834\u8a2d\u5b9a\u5024(\u767a\u9175\u6e29\u5ea6\u3084\u30db\u30c3\u30d7\u6295\u5165\u91cf\u306a\u3069)\u306b\u95a2\u3059\u308b\u30c7\u30fc\u30bf\u3001\u304a\u3088\u3073\u3001\u5473\u899a\u30c1\u30e3\u30fc\u30c8\u306e\u76ee\u6a19\u5024                                                                                                                                                                                                       <\/td>\n<td style=\"text-align:left;\"> \u767a\u9175\u6e29\u5ea6\u30fb\u6642\u9593\u3001\u9ea6\u82bd\u914d\u5408\u6bd4\u3001\u30db\u30c3\u30d7\u6295\u5165\u30bf\u30a4\u30df\u30f3\u30b0\u306a\u3069\u3001\u88fd\u9020\u30ec\u30b7\u30d4\u5168\u4f53                                                                                                                                                                                                                       <\/td>\n<\/tr>\n<tr>\n<td style=\"text-align:left;\"> \u5f93\u696d\u54e1\u30a8\u30f3\u30b2\u30fc\u30b8\u30e1\u30f3\u30c8 <\/td>\n<td style=\"text-align:left;\"> \u73fe\u72b6\u30b5\u30fc\u30d9\u30a4\u7d50\u679c\u3068\u76ee\u6a19\u30b9\u30b3\u30a2                                                                                                                                                                                                                                                                                                   <\/td>\n<td style=\"text-align:left;\"> \u7814\u4fee\u5185\u5bb9\u3001\u30d4\u30a2\u30dc\u30fc\u30ca\u30b9\u984d\u3001\u4e0a\u53f8\u3068\u306e1on1 \u306e\u983b\u5ea6\u306a\u3069\u3001\u5177\u4f53\u7684\u306a\u4eba\u4e8b\u65bd\u7b56                                                                                                                                                                                                                          <\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3092\u3059\u308b\u3053\u3068\u306a\u304f, CSV \u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3060\u3051\u3067\u56e0\u679c\u30b0\u30e9\u30d5\u306e\u53ef\u8996\u5316\u3068\u65bd\u7b56\u5019\u88dc\u4e00\u89a7\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u305c\u3072\u7686\u3055\u3093\u306e\u30c7\u30fc\u30bf\u3067\u3082<strong>\u300c\u3082\u3057&#8230; \u306a\u3089\u3070?\u300d \u3092\u5373\u5ea7\u306b\u691c\u8a3c<\/strong>\u3057\u3066\u307f\u3066\u304f\u3060\u3055<br \/>\n\u3044\u3002<\/p>\n<h3 id=\"\u95a2\u9023\u8a18\u4e8b\">\u95a2\u9023\u8a18\u4e8b<\/h3>\n<p><strong>\u8ad6\u6587\u767a\u8868(ECML-PKDD 2024)<\/strong>:<br \/>\n<br \/>\u7d71\u8a08\u7684\u56e0\u679c\u63a2\u7d22\u306e\u4ee3\u8868\u7684\u30e2\u30c7\u30eb LINGAM \u3092\u9ad8\u901f\u5316\u3059\u308b \u300cLayeredLINGAM\u300d\u306b\u3064\u3044\u3066\u767a\u8868\u3057\u307e\u3057\u305f\u3002<br \/>\n<br \/>\u25b6 <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2024\/09\/12\/ecmlpkdd2024-layeredlingam-ja\">\u6280\u8853\u30d6\u30ed\u30b0\u89e3\u8aac\u8a18\u4e8b<\/a><br \/>\n<br \/>\u25b6 <a target=\"_blank\" href=\"https:\/\/link.springer.com\/chapter\/10.1007\/978-3-031-70365-2_13\">\u8ad6\u6587(Springer)<\/a><\/p>\n<p><strong>\u6d3b\u7528\u4e8b\u4f8b(Materials Informatics \u7279\u96c6)<\/strong>:<br \/>\n<br \/>\u25b6 <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2025\/06\/03\/MI-CD-blog-ja\">#9: \u6750\u6599\u306e\u6027\u8cea\u306f\u4f55\u304c\u539f\u56e0\u3067\u5909\u5316\u3059\u308b\u306e? \u56e0\u679c\u767a\u898b AI \u304c\u304a\u7b54\u3048\u3057\u307e\u3059!<\/a><br \/>\n<br \/>\u25b6 <a target=\"_blank\" href=\"https:\/\/blog.fltech.dev\/entry\/2025\/06\/06\/cd-and-sc-design-ja\">#10: \u534a\u5c0e\u4f53\u30c7\u30d0\u30a4\u30b9\u8a2d\u8a08\u3078\u306e\u56e0\u679c\u767a\u898b AI \u306e\u9069\u7528<\/a><\/p>\n<p><strong>\u30d7\u30ec\u30b9\u30ea\u30ea\u30fc\u30b9<\/strong>:<br \/>\n<br \/>\u25b6 <a target=\"_blank\" href=\"https:\/\/pr.fujitsu.com\/jp\/news\/updatesfj\/2025\/03\/6.html\">\u300cFujitsu Kozuchi\u300d\u56e0\u679c\u767a\u898b\u6280\u8853\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u306b\u3064\u3044\u3066(2025\/03\/06)<\/a><br \/>\n<br \/>\u25b6 <a target=\"_blank\" href=\"https:\/\/pr.fujitsu.com\/jp\/news\/2023\/05\/17.html\">\u5e45\u5e83\u3044\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e DX \u3092\u52a0\u901f\u3059\u308b AI \u30b5\u30fc\u30d3\u30b9\u300cFujitsu Kozuchi\u300d\u3092\u63d0\u4f9b\u958b\u59cb(2023\/05\/17)<\/a><br \/>\n<br \/>\u25b6 <a target=\"_blank\" href=\"https:\/\/pr.fujitsu.com\/jp\/news\/2020\/12\/17.html\">\u4eba\u306e\u5224\u65ad\u3084\u4eee\u8aac\u3092\u53d6\u308a\u8fbc\u307f\u3001\u9ad8\u7cbe\u5ea6\u306a\u56e0\u679c\u95a2\u4fc2\u3092\u767a\u898b\u3059\u308b AI\u6280\u8853\u3092\u958b\u767a(2020\/12\/17)<\/a><\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if 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