{"id":146,"date":"2026-01-15T17:23:15","date_gmt":"2026-01-15T08:23:15","guid":{"rendered":"https:\/\/www.mindware.llc\/?page_id=146"},"modified":"2026-01-15T17:34:01","modified_gmt":"2026-01-15T08:34:01","slug":"%e5%8b%95%e7%9a%84%e7%92%b0%e5%a2%83%e3%81%ab%e3%81%8a%e3%81%91%e3%82%8b%e6%a6%82%e5%bf%b5%e8%aa%bf%e6%9f%bb%e3%81%a8%e3%82%bb%e3%83%b3%e3%82%b9%e3%83%a1%e3%82%a4%e3%82%ad%e3%83%b3%e3%82%b0%e3%81%ae","status":"publish","type":"page","link":"https:\/\/www.mindware.llc\/?page_id=146&lang=ja","title":{"rendered":"\u52d5\u7684\u74b0\u5883\u306b\u304a\u3051\u308b\u6982\u5ff5\u8abf\u67fb\u3068\u30bb\u30f3\u30b9\u30e1\u30a4\u30ad\u30f3\u30b0\u306e\u305f\u3081\u306e\u8a08\u7b97\u8ad6\u7684\u67a0\u7d44\u307f"},"content":{"rendered":"\n<p>\u2015 \u81ea\u5df1\u7d44\u7e54\u5316\u30e2\u30c7\u30eb\u3068\u610f\u5473\u57cb\u3081\u8fbc\u307f\u3092\u7d71\u5408\u3057\u305f\u4eba\u9593\u2013\u6a5f\u68b0\u5354\u8abf\u30b7\u30b9\u30c6\u30e0 \u2015<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8981\u65e8\uff08Abstract\uff09<\/h2>\n\n\n\n<p>\u5f93\u6765\u306e\u6226\u7565\u5206\u6790\u304a\u3088\u3073\u30d3\u30b8\u30cd\u30b9\u30fb\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u65b9\u6cd5\u8ad6\u306f\u3001\u6089\u7686\u7684\u306a\u30c7\u30fc\u30bf\u53ce\u96c6\u3068\u3001\u5b89\u5b9a\u3057\u305f\u7406\u8ad6\u67a0\u7d44\u307f\u306b\u57fa\u3065\u304f\u5206\u6790\u3092\u524d\u63d0\u3068\u3057\u3066\u304d\u305f\u3002\u3057\u304b\u3057\u3001\u793e\u4f1a\u7684\u30fb\u6280\u8853\u7684\u74b0\u5883\u304c\u6025\u901f\u306b\u5909\u5316\u3059\u308b\u73fe\u4ee3\u306b\u304a\u3044\u3066\u3001\u3053\u306e\u524d\u63d0\u306f\u3057\u3070\u3057\u3070\u6210\u7acb\u3057\u306a\u3044\u3002\u672c\u8ad6\u6587\u3067\u306f\u3001\u4e8b\u5b9f\u8abf\u67fb\u3092\u88dc\u5b8c\u3059\u308b\u65b9\u6cd5\u3068\u3057\u3066\u300c\u6982\u5ff5\u8abf\u67fb\uff08conceptual inquiry\uff09\u300d\u3092\u8a08\u7b97\u6a5f\u4e0a\u3067\u5b9f\u88c5\u3059\u308b\u67a0\u7d44\u307f <strong>ConceptMiner<\/strong> \u3092\u63d0\u6848\u3059\u308b\u3002ConceptMiner\u306f\u3001\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u610f\u5473\u57cb\u3081\u8fbc\u307f\u3068\u3001\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\uff08SOM\uff09\u3084Growing Neural Gas\uff08GNG\uff09\u3068\u3044\u3063\u305f\u81ea\u5df1\u7d44\u7e54\u5316\u30e2\u30c7\u30eb\u3092\u7d71\u5408\u3057\u3001KJ\u6cd5\u306b\u5185\u5728\u3059\u308b\u6982\u5ff5\u7684\u539f\u7406\u3092\u3001\u8a8d\u77e5\u7684\u30fb\u7d44\u7e54\u7684\u5236\u7d04\u3092\u514b\u670d\u3057\u305f\u5f62\u3067\u5b9f\u88c5\u3059\u308b\u3002\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u610f\u601d\u6c7a\u5b9a\u3084\u4e88\u6e2c\u3092\u81ea\u52d5\u5316\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u4eba\u9593\u3068\u8a08\u7b97\u6a5f\u304c\u6982\u5ff5\u69cb\u9020\u3092\u5171\u6709\u3057\u3001\u518d\u7de8\u3057\u7d9a\u3051\u308b\u305f\u3081\u306e\u30bb\u30f3\u30b9\u30e1\u30a4\u30ad\u30f3\u30b0\u57fa\u76e4\u3068\u3057\u3066\u4f4d\u7f6e\u3065\u3051\u3089\u308c\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">1. \u5e8f\u8ad6\uff1a\u6226\u7565\u5206\u6790\u306b\u304a\u3051\u308b\u6642\u9593\u7684\u4e0d\u6574\u5408<\/h2>\n\n\n\n<p>20\u4e16\u7d00\u5f8c\u534a\u4ee5\u964d\u3001\u6226\u7565\u30de\u30cd\u30b8\u30e1\u30f3\u30c8\u3084\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u306e\u5206\u91ce\u3067\u306f\u3001\u5305\u62ec\u7684\u306a\u8abf\u67fb\u3068\u7406\u8ad6\u4e3b\u5c0e\u306e\u5206\u6790\u304c\u4e3b\u6d41\u3068\u306a\u3063\u3066\u304d\u305f\u3002\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u4ee5\u4e0b\u3092\u6697\u9ed9\u306b\u524d\u63d0\u3068\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u554f\u984c\u9818\u57df\u306f\u7db2\u7f85\u7684\u306b\u628a\u63e1\u53ef\u80fd\u3067\u3042\u308b<\/li>\n\n\n\n<li>\u5206\u6790\u306b\u7528\u3044\u308b\u6982\u5ff5\u67a0\u7d44\u307f\u306f\u8abf\u67fb\u671f\u9593\u4e2d\u306b\u5909\u5316\u3057\u306a\u3044<\/li>\n\n\n\n<li>\u6b63\u3057\u3044\u5206\u6790\u306f\u6b63\u3057\u3044\u6226\u7565\u7684\u7d50\u8ad6\u3092\u5c0e\u304f<\/li>\n<\/ol>\n\n\n\n<p>\u3057\u304b\u3057\u5b9f\u52d9\u306b\u304a\u3044\u3066\u306f\u3001\u9577\u671f\u9593\u306b\u308f\u305f\u308b\u8abf\u67fb\u3068\u5206\u6790\u306e\u7d50\u679c\u304c\u5b8c\u6210\u3057\u305f\u6642\u70b9\u3067\u3001\u524d\u63d0\u3068\u306a\u308b\u74b0\u5883\u3084\u554f\u984c\u69cb\u9020\u305d\u306e\u3082\u306e\u304c\u5909\u5316\u3057\u3066\u3044\u308b\u3068\u3044\u3046\u4e8b\u614b\u304c\u983b\u767a\u3059\u308b\u3002\u3053\u308c\u306f\u5358\u306a\u308b\u30b9\u30d4\u30fc\u30c9\u306e\u554f\u984c\u3067\u306f\u306a\u304f\u3001<strong>\u6982\u5ff5\u67a0\u7d44\u307f\u306e\u5b89\u5b9a\u6027\u3092\u524d\u63d0\u3068\u3059\u308b\u5206\u6790\u624b\u6cd5\u305d\u306e\u3082\u306e\u306e\u9650\u754c<\/strong>\u3092\u793a\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">2. \u4e8b\u5b9f\u8abf\u67fb\u304b\u3089\u6982\u5ff5\u8abf\u67fb\u3078<\/h2>\n\n\n\n<p>\u4e8b\u5b9f\u8abf\u67fb\u306f\u300c\u4f55\u304c\u8d77\u304d\u3066\u3044\u308b\u304b\u300d\u3092\u660e\u3089\u304b\u306b\u3059\u308b\u3002\u4e00\u65b9\u3001\u6982\u5ff5\u8abf\u67fb\u306f\u305d\u308c\u306b\u5148\u7acb\u3061\u3001\u300c\u305d\u3082\u305d\u3082\u3001\u6211\u3005\u306f\u4f55\u3092\u554f\u984c\u3068\u3057\u3066\u898b\u3066\u3044\u308b\u306e\u304b\u300d\u3092\u554f\u3044\u76f4\u3059\u3002<\/p>\n\n\n\n<p>\u6982\u5ff5\u8abf\u67fb\u306e\u7279\u5fb4\u306f\u4ee5\u4e0b\u306b\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u524d\u306b\u5b9a\u7fa9\u3055\u308c\u305f\u30ab\u30c6\u30b4\u30ea\u3092\u4e00\u65e6\u505c\u6b62\u3059\u308b<\/li>\n\n\n\n<li>\u66d6\u6627\u3067\u66ab\u5b9a\u7684\u306a\u307e\u3068\u307e\u308a\u3092\u8a31\u5bb9\u3059\u308b<\/li>\n\n\n\n<li>\u7406\u89e3\u304c\u5909\u5316\u3059\u308b\u305f\u3073\u306b\u518d\u7de8\u6210\u3092\u884c\u3046<\/li>\n<\/ul>\n\n\n\n<p>\u6982\u5ff5\u8abf\u67fb\u306f\u3001\u4e8b\u5b9f\u8abf\u67fb\u3092\u5426\u5b9a\u3059\u308b\u3082\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u4e8b\u5b9f\u304c\u610f\u5473\u3092\u6301\u3064\u305f\u3081\u306e\u67a0\u7d44\u307f\u305d\u306e\u3082\u306e\u3092\u554f\u3044\u76f4\u3059\u88dc\u5b8c\u7684\u30d7\u30ed\u30bb\u30b9<\/strong>\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">3. \u5b9a\u6027\u7684\u5148\u884c\u7814\u7a76\u3068\u305d\u306e\u9650\u754c<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">3.1 KJ\u6cd5\u306e\u4f4d\u7f6e\u3065\u3051<\/h3>\n\n\n\n<p>KJ\u6cd5\u306f\u3001\u89b3\u5bdf\u65ad\u7247\u306e\u53ce\u96c6\u3001\u53cd\u5fa9\u7684\u306a\u30b0\u30eb\u30fc\u30d4\u30f3\u30b0\u3001\u305d\u3057\u3066\u8cea\u7684\u8ee2\u63db\u3068\u3057\u3066\u306e\u6d1e\u5bdf\u7372\u5f97\u3092\u91cd\u8996\u3059\u308b\u70b9\u3067\u3001\u6982\u5ff5\u8abf\u67fb\u3092\u4f53\u7cfb\u5316\u3057\u305f\u6570\u5c11\u306a\u3044\u65b9\u6cd5\u8ad6\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001KJ\u6cd5\u306b\u306f\u4ee5\u4e0b\u306e\u5236\u7d04\u304c\u3042\u308b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5b9f\u8df5\u8005\u306e\u6280\u80fd\u3084\u898f\u5f8b\u3078\u306e\u5f37\u3044\u4f9d\u5b58<\/li>\n\n\n\n<li>\u8a8d\u77e5\u7684\u30fb\u8eab\u4f53\u7684\u75b2\u52b4<\/li>\n\n\n\n<li>\u793e\u4f1a\u7684\u529b\u5b66\uff08\u6a29\u5a01\u30fb\u58f0\u306e\u5927\u304d\u3055\uff09\u306e\u5f71\u97ff<\/li>\n\n\n\n<li>\u518d\u73fe\u6027\u30fb\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306e\u6b20\u5982<\/li>\n<\/ul>\n\n\n\n<p>\u305d\u306e\u305f\u3081\u3001\u7d44\u7e54\u7684\u30fb\u7d99\u7d9a\u7684\u306a\u5229\u7528\u306f\u56f0\u96e3\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">4. \u81ea\u5df1\u7d44\u7e54\u5316\u30e2\u30c7\u30eb\u306b\u3088\u308b\u6982\u5ff5\u69cb\u9020\u5316<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">4.1 SOM\u304a\u3088\u3073GNG\u306e\u7279\u6027<\/h3>\n\n\n\n<p>\u81ea\u5df1\u7d44\u7e54\u5316\u30de\u30c3\u30d7\uff08SOM\uff09\u3084Growing Neural Gas\uff08GNG\uff09\u306f\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e8b\u524d\u30ab\u30c6\u30b4\u30ea\u3092\u5fc5\u8981\u3068\u3057\u306a\u3044<\/li>\n\n\n\n<li>\u4f4d\u76f8\u69cb\u9020\u3092\u4fdd\u5b58\u3059\u308b<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u8ffd\u52a0\u306b\u5fdc\u3058\u3066\u69cb\u9020\u304c\u5909\u5316\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p>\u3068\u3044\u3046\u7279\u6027\u3092\u6301\u3064\u3002\u3053\u308c\u3089\u306f\u6982\u5ff5\u8abf\u67fb\u306b\u5fc5\u8981\u306a\u300c\u66ab\u5b9a\u6027\u300d\u3068\u300c\u518d\u7de8\u6210\u300d\u3092\u81ea\u7136\u306b\u8868\u73fe\u3067\u304d\u308b\u8a08\u7b97\u30e2\u30c7\u30eb\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<p>\u3057\u304b\u3057\u3001\u5f93\u6765\u306f\u610f\u5473\u3092\u9069\u5207\u306b\u6570\u5024\u5316\u3067\u304d\u305a\u3001\u5fdc\u7528\u7bc4\u56f2\u306f\u9650\u5b9a\u7684\u3067\u3042\u3063\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">5. \u610f\u5473\u57cb\u3081\u8fbc\u307f\u306e\u5c0e\u5165\u306b\u3088\u308b\u8ee2\u63db\u70b9<\/h2>\n\n\n\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\u306b\u3088\u308b\u610f\u5473\u57cb\u3081\u8fbc\u307f\u306f\u3001\u4ee5\u4e0b\u3092\u53ef\u80fd\u306b\u3057\u305f\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u610f\u5473\u306e\u66d6\u6627\u3055\u3092\u4fdd\u3063\u305f\u307e\u307e\u6570\u5024\u7a7a\u9593\u306b\u5199\u50cf<\/li>\n\n\n\n<li>\u7570\u7a2e\u30c6\u30ad\u30b9\u30c8\u65ad\u7247\u306e\u5171\u5b58<\/li>\n\n\n\n<li>\u8ddd\u96e2\u306b\u57fa\u3065\u304f\u9023\u7d9a\u7684\u69cb\u9020\u5316<\/li>\n<\/ul>\n\n\n\n<p>\u3053\u308c\u306b\u3088\u308a\u3001<strong>\u6982\u5ff5\u3092\u9023\u7d9a\u7a7a\u9593\u3068\u3057\u3066\u6271\u3046\u6761\u4ef6\u304c\u521d\u3081\u3066\u6e80\u305f\u3055\u308c\u305f<\/strong>\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">6. ConceptMiner\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/h2>\n\n\n\n<p>ConceptMiner\u306f\u4ee5\u4e0b\u306e\u4e09\u5c64\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u610f\u5473\u8868\u73fe\u5c64<\/strong><br>\u30c6\u30ad\u30b9\u30c8\u65ad\u7247\u3092\u610f\u5473\u57cb\u3081\u8fbc\u307f\u306b\u5909\u63db\u3059\u308b<\/li>\n\n\n\n<li><strong>\u69cb\u9020\u5316\u5c64<\/strong><br>SOM \/ GNG + MST \u306b\u3088\u308a\u6982\u5ff5\u69cb\u9020\u3092\u5f62\u6210\u3059\u308b<\/li>\n\n\n\n<li><strong>\u4eba\u9593\u89e3\u91c8\u5c64<\/strong><br>\u5229\u7528\u8005\u304c\u69cb\u9020\u3092\u89e3\u91c8\u30fb\u518d\u89e3\u91c8\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>\u91cd\u8981\u306a\u306e\u306f\u3001ConceptMiner\u304c<strong>\u6d1e\u5bdf\u3092\u81ea\u52d5\u751f\u6210\u3057\u306a\u3044<\/strong>\u70b9\u3067\u3042\u308b\u3002<br>\u672c\u30b7\u30b9\u30c6\u30e0\u306f\u3001\u6d1e\u5bdf\u304c\u751f\u307e\u308c\u308b\u6761\u4ef6\u3092\u7dad\u6301\u30fb\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306e\u88c5\u7f6e\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">7. \u6570\u7406\u7684\u5b9a\u5f0f\u5316\u3068\u8a55\u4fa1\u6307\u6a19<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">7.1 \u6982\u5ff5\u69cb\u9020\u306e\u5b9a\u7fa9<\/h3>\n\n\n\n<p>\u30c6\u30ad\u30b9\u30c8\u96c6\u5408 <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi mathvariant=\"script\">D<\/mi><mo>=<\/mo><mo stretchy=\"false\">{<\/mo><msub><mi>t<\/mi><mi>i<\/mi><\/msub><mo stretchy=\"false\">}<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">\\mathcal{D} = \\{t_i\\}<\/annotation><\/semantics><\/math>D={ti\u200b} \u306b\u5bfe\u3057\u3001\u610f\u5473\u57cb\u3081\u8fbc\u307f\u95a2\u6570<br><math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>\u03d5<\/mi><mo>:<\/mo><mi mathvariant=\"script\">D<\/mi><mo>\u2192<\/mo><msup><mi mathvariant=\"double-struck\">R<\/mi><mi>d<\/mi><\/msup><\/mrow><annotation encoding=\"application\/x-tex\">\\phi : \\mathcal{D} \\rightarrow \\mathbb{R}^d<\/annotation><\/semantics><\/math>\u03d5:D\u2192Rd \u3092\u5b9a\u7fa9\u3059\u308b\u3002<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><msub><mi>x<\/mi><mi>i<\/mi><\/msub><mo>=<\/mo><mi>\u03d5<\/mi><mo stretchy=\"false\">(<\/mo><msub><mi>t<\/mi><mi>i<\/mi><\/msub><mo stretchy=\"false\">)<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">x_i = \\phi(t_i)<\/annotation><\/semantics><\/math>xi\u200b=\u03d5(ti\u200b)<\/p>\n\n\n\n<p>\u5f97\u3089\u308c\u308b <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>X<\/mi><mo>=<\/mo><mo stretchy=\"false\">{<\/mo><msub><mi>x<\/mi><mi>i<\/mi><\/msub><mo stretchy=\"false\">}<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">X = \\{x_i\\}<\/annotation><\/semantics><\/math>X={xi\u200b} \u306f\u3001<strong>\u66d6\u6627\u3055\u3092\u5185\u5305\u3057\u305f\u610f\u5473\u7a7a\u9593<\/strong>\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">7.2 \u81ea\u5df1\u7d44\u7e54\u5316\u5199\u50cf<\/h3>\n\n\n\n<p>SOM\u3067\u306f\u3001\u6700\u826f\u4e00\u81f4\u30e6\u30cb\u30c3\u30c8 <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>c<\/mi><mo stretchy=\"false\">(<\/mo><mi>i<\/mi><mo stretchy=\"false\">)<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">c(i)<\/annotation><\/semantics><\/math>c(i) \u3092<math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\" display=\"block\"><semantics><mrow><mi>c<\/mi><mo stretchy=\"false\">(<\/mo><mi>i<\/mi><mo stretchy=\"false\">)<\/mo><mo>=<\/mo><mi>arg<\/mi><mo>\u2061<\/mo><munder><mrow><mi>min<\/mi><mo>\u2061<\/mo><\/mrow><mi>v<\/mi><\/munder><mi mathvariant=\"normal\">\u2225<\/mi><msub><mi>x<\/mi><mi>i<\/mi><\/msub><mo>\u2212<\/mo><msub><mi>w<\/mi><mi>v<\/mi><\/msub><mi mathvariant=\"normal\">\u2225<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">c(i) = \\arg\\min_v \\|x_i &#8211; w_v\\|<\/annotation><\/semantics><\/math>c(i)=argvmin\u200b\u2225xi\u200b\u2212wv\u200b\u2225<\/p>\n\n\n\n<p>\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u3001\u8fd1\u508d\u5b66\u7fd2\u306b\u3088\u308a\u66f4\u65b0\u3059\u308b\u3002<\/p>\n\n\n\n<p>GNG\u3067\u306f\u8aa4\u5dee\u84c4\u7a4d\u306b\u57fa\u3065\u304d\u30ce\u30fc\u30c9\u3068\u30a8\u30c3\u30b8\u3092\u52d5\u7684\u306b\u8ffd\u52a0\u3059\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">7.3 \u66ab\u5b9a\u6027\u539f\u7406<\/h3>\n\n\n\n<p><strong>\u5b9a\u7fa91\uff08\u66ab\u5b9a\u7684\u6982\u5ff5\u69cb\u9020\uff09<\/strong><br>\u6982\u5ff5\u69cb\u9020 <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi>M<\/mi><\/mrow><annotation encoding=\"application\/x-tex\">M<\/annotation><\/semantics><\/math>M \u306f\u4ee5\u4e0b\u3092\u6e80\u305f\u3059\u3068\u304d\u66ab\u5b9a\u7684\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5c40\u6240\u7684\u6b6a\u307f\u3092\u6700\u5c0f\u5316\u3059\u308b<\/li>\n\n\n\n<li>\u660e\u78ba\u306a\u30ab\u30c6\u30b4\u30ea\u5883\u754c\u3092\u5f37\u5236\u3057\u306a\u3044<\/li>\n\n\n\n<li>\u5909\u5316\u3092\u524d\u63d0\u3068\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">7.4 \u6d1e\u5bdf\u30a4\u30d9\u30f3\u30c8<\/h3>\n\n\n\n<p><strong>\u5b9a\u7fa92\uff08\u6d1e\u5bdf\u30a4\u30d9\u30f3\u30c8\uff09<\/strong><br>\u69cb\u9020\u5909\u5316\u91cf <math xmlns=\"http:\/\/www.w3.org\/1998\/Math\/MathML\"><semantics><mrow><mi mathvariant=\"normal\">\u0394<\/mi><mo stretchy=\"false\">(<\/mo><msub><mi>M<\/mi><mi>t<\/mi><\/msub><mo separator=\"true\">,<\/mo><msub><mi>M<\/mi><mrow><mi>t<\/mi><mo>+<\/mo><mn>1<\/mn><\/mrow><\/msub><mo stretchy=\"false\">)<\/mo><\/mrow><annotation encoding=\"application\/x-tex\">\\Delta(M_t, M_{t+1})<\/annotation><\/semantics><\/math>\u0394(Mt\u200b,Mt+1\u200b) \u304c\u95be\u5024\u3092\u8d85\u3048\u305f\u3068\u304d\u3001\u6d1e\u5bdf\u304c\u751f\u3058\u305f\u3068\u307f\u306a\u3059\u3002<\/p>\n\n\n\n<p>\u3053\u308c\u306f\u30af\u30e9\u30b9\u30bf\u306e\u5206\u88c2\u30fb\u7d71\u5408\u3001MST\u518d\u7de8\u6210\u306a\u3069\u3068\u3057\u3066\u691c\u51fa\u53ef\u80fd\u3067\u3042\u308b\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">7.5 \u8a55\u4fa1\u6307\u6a19<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u91cf\u5b50\u5316\u8aa4\u5dee\uff08QE\uff09<\/li>\n\n\n\n<li>\u4f4d\u76f8\u8aa4\u5dee\uff08TE\uff09<\/li>\n\n\n\n<li>\u69cb\u9020\u5b89\u5b9a\u6027\u6307\u6a19\uff08GSI\uff09<\/li>\n\n\n\n<li>\u518d\u89e3\u91c8\u983b\u5ea6\uff08\u4eba\u9593\u8a55\u4fa1\uff09<\/li>\n<\/ul>\n\n\n\n<p>ConceptMiner\u306e\u8a55\u4fa1\u306f<strong>\u4e88\u6e2c\u7cbe\u5ea6\u3067\u306f\u306a\u304f\u89e3\u91c8\u7684\u4fa1\u5024<\/strong>\u306b\u57fa\u3065\u304f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">8. \u30b1\u30fc\u30b9\u30b9\u30bf\u30c7\u30a3<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">8.1 \u6226\u7565\u63a2\u7d22\u4e8b\u4f8b<\/h3>\n\n\n\n<p>\u5e02\u5834\u30fb\u898f\u5236\u30fb\u9867\u5ba2\u306e\u65ad\u7247\u60c5\u5831\u3092\u7d71\u5408\u3057\u305f\u7d50\u679c\u3001\u5f93\u6765\u306e\u5e02\u5834\u533a\u5206\u3068\u306f\u7570\u306a\u308b\u6982\u5ff5\u7684\u8fd1\u63a5\u6027\u304c\u9855\u5728\u5316\u3057\u3001\u6226\u7565\u30d5\u30ec\u30fc\u30df\u30f3\u30b0\u304c\u5909\u66f4\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">8.2 \u6280\u8853\u63a2\u7d22\u4e8b\u4f8b<\/h3>\n\n\n\n<p>\u8ad6\u6587\u30fb\u7279\u8a31\u30fb\u6280\u8853\u8a18\u4e8b\u3092\u7d71\u5408\u3057\u305f\u7d50\u679c\u3001\u6280\u8853\u5206\u985e\u3067\u306f\u306a\u304f\u300c\u5229\u7528\u5236\u7d04\u300d\u4e2d\u5fc3\u306e\u69cb\u9020\u304c\u6d6e\u4e0a\u3057\u3001\u7814\u7a76\u6295\u8cc7\u65b9\u91dd\u304c\u518d\u5b9a\u7fa9\u3055\u308c\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">9. \u4ed6\u624b\u6cd5\u3068\u306e\u6bd4\u8f03<\/h2>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u624b\u6cd5<\/th><th>\u7279\u5fb4<\/th><\/tr><\/thead><tbody><tr><td>KJ\u6cd5<\/td><td>\u9ad8\u3044\u6d1e\u5bdf\u529b\uff0f\u4f4e\u3044\u518d\u73fe\u6027<\/td><\/tr><tr><td>RAG<\/td><td>\u9ad8\u901f\u691c\u7d22\uff0f\u6982\u5ff5\u56fa\u5b9a<\/td><\/tr><tr><td>\u30ca\u30ec\u30c3\u30b8\u30b0\u30e9\u30d5<\/td><td>\u53b3\u5bc6\u63a8\u8ad6\uff0f\u67d4\u8edf\u6027\u6b20\u5982<\/td><\/tr><tr><td>ConceptMiner<\/td><td>\u6982\u5ff5\u518d\u7de8\uff0f\u6d1e\u5bdf\u652f\u63f4<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">10. \u7d50\u8ad6<\/h2>\n\n\n\n<p>ConceptMiner\u306f\u3001\u554f\u3044\u305d\u306e\u3082\u306e\u304c\u5909\u5316\u3059\u308b\u72b6\u6cc1\u306b\u304a\u3044\u3066\u3001\u6982\u5ff5\u306e\u66ab\u5b9a\u6027\u3068\u518d\u7de8\u6210\u3092\u652f\u63f4\u3059\u308b\u8a08\u7b97\u8ad6\u7684\u67a0\u7d44\u307f\u3067\u3042\u308b\u3002\u672c\u7814\u7a76\u306f\u3001\u5206\u6790\u3092\u52a0\u901f\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<strong>\u610f\u5473\u304c\u751f\u6210\u3055\u308c\u308b\u6761\u4ef6\u3092\u6301\u7d9a\u3055\u305b\u308b\u3053\u3068<\/strong>\u306e\u91cd\u8981\u6027\u3092\u793a\u3057\u305f\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u88dc\u8db3<\/h3>\n\n\n\n<p>\u3053\u306e\u8ad6\u6587\u306f\u300c\u601d\u60f3\u300d\u3067\u306f\u306a\u304f\u3001<strong>\u65b9\u6cd5\u8ad6\u3068\u8a2d\u8a08\u539f\u7406\u306e\u63d0\u793a<\/strong>\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u308b\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u2015 \u81ea\u5df1\u7d44\u7e54\u5316\u30e2\u30c7\u30eb\u3068\u610f\u5473\u57cb\u3081\u8fbc\u307f\u3092\u7d71\u5408 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"class_list":["post-146","page","type-page","status-publish","hentry"],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/www.mindware.llc\/index.php?rest_route=\/wp\/v2\/pages\/146","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.mindware.llc\/index.php?rest_route=\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.mindware.llc\/index.php?rest_route=\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.mindware.llc\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.mindware.llc\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=146"}],"version-history":[{"count":2,"href":"https:\/\/www.mindware.llc\/index.php?rest_route=\/wp\/v2\/pages\/146\/revisions"}],"predecessor-version":[{"id":150,"href":"https:\/\/www.mindware.llc\/index.php?rest_route=\/wp\/v2\/pages\/146\/revisions\/150"}],"wp:attachment":[{"href":"https:\/\/www.mindware.llc\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=146"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}