{"id":257,"date":"2024-10-16T10:46:46","date_gmt":"2024-10-16T01:46:46","guid":{"rendered":"http:\/\/tua-store.raku2repeat.com\/article\/?p=257"},"modified":"2026-08-26T19:06:38","modified_gmt":"2026-08-26T10:06:38","slug":"%e3%81%8a%e8%82%8c%e3%81%ae%e4%bf%9d%e6%b9%bf%e3%83%a1%e3%82%ab%e3%83%8b%e3%82%ba%e3%83%a0%ef%bc%88%e3%80%8c%e5%a4%96%e5%81%b4%e3%81%ae%e4%bf%9d%e6%b9%bf%e3%80%8d%e3%81%a8%e3%80%8c%e5%86%85%e5%81%b4","status":"publish","type":"post","link":"https:\/\/tua-store.com\/article\/column\/257\/","title":{"rendered":"NMF\u3068\u306f\uff1f\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\u306e\u50cd\u304d\u3068\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u30fb\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u3068\u306e\u95a2\u4fc2\u3092\u89e3\u8aac"},"content":{"rendered":"<p>\u808c\u306e\u4fdd\u6e7f\u3068\u3044\u3046\u3068\u3001\u300c\u5316\u7ca7\u6c34\u3092\u3064\u3051\u308b\u300d\u300c\u30af\u30ea\u30fc\u30e0\u3092\u5857\u308b\u300d\u3068\u3044\u3063\u305f\u30b9\u30ad\u30f3\u30b1\u30a2\u3092\u601d\u3044\u6d6e\u304b\u3079\u308b\u65b9\u304c\u591a\u3044\u306e\u3067\u306f\u306a\u3044\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u808c\u306b\u306f\u3082\u3068\u3082\u3068\u6c34\u5206\u3092\u53d6\u308a\u8fbc\u307f\u3001\u89d2\u5c64\u306e\u4e2d\u306b\u4fdd\u6301\u3059\u308b\u4ed5\u7d44\u307f\u304c\u5099\u308f\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u4e2d\u5fc3\u7684\u306a\u5b58\u5728\u306e\u4e00\u3064\u304c\u3001<span style=\"font-weight:700;\">NMF\uff08\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\uff09<\/span>\u3067\u3059\u3002<\/p>\n<p>NMF\u3068\u306f\u300cNatural Moisturizing Factor\uff08\u30ca\u30c1\u30e5\u30e9\u30eb\u30fb\u30e2\u30a4\u30b9\u30c1\u30e3\u30e9\u30a4\u30b8\u30f3\u30b0\u30fb\u30d5\u30a1\u30af\u30bf\u30fc\uff09\u300d\u306e\u7565\u3067\u3001\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u306b\u5b58\u5728\u3057\u3001\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u808c\u306e\u4fdd\u6e7f\u3092\u5206\u304b\u308a\u3084\u3059\u304f\u3059\u308b\u305f\u3081\u306b\u3001<br \/>\n\u30fb\u30af\u30ea\u30fc\u30e0\u306a\u3069\u306b\u3088\u3063\u3066\u808c\u8868\u9762\u304b\u3089\u88dc\u3046\u4fdd\u6e7f\u3092<span style=\"font-weight:700;\">\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d<\/span><br \/>\n\u30fbNMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u306a\u3069\u306b\u3088\u3063\u3066\u89d2\u5c64\u5185\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u4ed5\u7d44\u307f\u3092<span style=\"font-weight:700;\">\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d<\/span><br \/>\n\u3068\u8868\u73fe\u3057\u307e\u3059\u3002<\/p>\n<p><span style=\"font-weight:700;\">\u808c\u306e\u3046\u308b\u304a\u3044\u3092\u8003\u3048\u308b\u3046\u3048\u3067\u306f\u3001\u300c\u5916\u304b\u3089\u4f55\u3092\u5857\u308b\u304b\u300d\u3060\u3051\u3067\u306a\u304f\u3001\u808c\u306e\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u304c\u3069\u306e\u3088\u3046\u306b\u50cd\u3044\u3066\u3044\u308b\u304b\u3092\u77e5\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/span><\/p>\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001NMF\u306e\u6210\u5206\u3084\u50cd\u304d\u3001\u30bb\u30e9\u30df\u30c9\u3068\u306e\u9055\u3044\u3001\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u3068\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u306e\u95a2\u4fc2\u3001\u3055\u3089\u306b\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u3068\u306e\u95a2\u4fc2\u307e\u3067\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h2>NMF\uff08\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\uff09\u3068\u306f\uff1f<\/h2>\n<p>NMF\u3068\u306f\u300cNatural Moisturizing Factor\u300d\u306e\u982d\u6587\u5b57\u3092\u53d6\u3063\u305f\u8a00\u8449\u3067\u3001\u65e5\u672c\u8a9e\u3067\u306f\u300c\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\u300d\u3068\u547c\u3070\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8d64\u3061\u3083\u3093\u306e\u3088\u3046\u306a\u3001\u3082\u3063\u3061\u308a\u3068\u3046\u308b\u304a\u3063\u305f\u808c\u3002<br \/>\n\u305d\u306e\u3088\u3046\u306a<span style=\"font-weight:700;\">\u6c34\u5206\u3092\u3057\u3063\u304b\u308a\u62b1\u3048\u8fbc\u3081\u308b\u808c\u3092\u652f\u3048\u3066\u3044\u308b\u8981\u7d20\u306e\u4e00\u3064\u304c\u3001NMF\u3067\u3059\u3002<\/span><\/p>\n<p>\u808c\u306e\u4e00\u756a\u5916\u5074\u306b\u306f\u300c\u89d2\u5c64\u300d\u304c\u3042\u308a\u3001\u89d2\u5c64\u7d30\u80de\u304c\u30ec\u30f3\u30ac\u306e\u3088\u3046\u306b\u91cd\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\nNMF\u306f\u3001\u305d\u306e<span style=\"font-weight:700;\">\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u306b\u5b58\u5728\u3059\u308b\u3001\u6c34\u3068\u306a\u3058\u307f\u3084\u3059\u3044\u6210\u5206\u306e\u96c6\u307e\u308a<\/span>\u3067\u3059\u3002<\/p>\n<p>\u6c34\u5206\u3092\u53d6\u308a\u8fbc\u307f\u3001\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u306b\u4fdd\u6301\u3059\u308b\u3053\u3068\u3067\u3001\u808c\u306e\u3046\u308b\u304a\u3044\u3084\u67d4\u8edf\u6027\u3092\u4fdd\u3064\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308aNMF\u306f\u3001<span style=\"font-weight:700;\">\u79c1\u305f\u3061\u306e\u808c\u306b\u3082\u3068\u3082\u3068\u5099\u308f\u3063\u3066\u3044\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u652f\u3048\u308b\u4ed5\u7d44\u307f\u306e\u4e00\u3064<\/span>\u306a\u306e\u3067\u3059\u3002<\/p>\n<h2>NMF\u306f\u4f55\u304b\u3089\u3067\u304d\u3066\u3044\u308b\uff1f<\/h2>\n<p>NMF\u306f\u3001\u4e00\u3064\u306e\u6210\u5206\u306e\u540d\u79f0\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u4e3b\u306b\u6b21\u306e\u3088\u3046\u306a\u3001\u6c34\u3068\u306a\u3058\u307f\u3084\u3059\u3044\u6210\u5206\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30fb\u30a2\u30df\u30ce\u9178<\/li>\n<li>\u30fbPCA\uff08\u30d4\u30ed\u30ea\u30c9\u30f3\u30ab\u30eb\u30dc\u30f3\u9178\uff09\u304a\u3088\u3073\u305d\u306e\u5869<\/li>\n<li>\u30fb\u4e73\u9178\u5869<\/li>\n<li>\u30fb\u5c3f\u7d20<\/li>\n<li>\u30fb\u30df\u30cd\u30e9\u30eb\u5869<\/li>\n<li>\u30fb\u7cd6\u985e<\/li>\n<li>\u30fb\u6709\u6a5f\u9178\u306a\u3069<\/li>\n<\/ul>\n<p><\/p>\n<p>\u4e2d\u3067\u3082\u5927\u304d\u306a\u5272\u5408\u3092\u5360\u3081\u3066\u3044\u308b\u306e\u304c<span style=\"font-weight:700;\">\u30a2\u30df\u30ce\u9178<\/span>\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3089\u306e\u6210\u5206\u304c\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u3067\u6c34\u5206\u3068\u306a\u3058\u307f\u3001\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u3053\u3068\u3067\u808c\u306e\u3046\u308b\u304a\u3044\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>NMF\u3068\u306f\u4e00\u3064\u306e\u7279\u5225\u306a\u4fdd\u6e7f\u6210\u5206\u3067\u306f\u306a\u304f\u3001<span style=\"font-weight:700;\">\u8907\u6570\u306e\u6c34\u6eb6\u6027\u6210\u5206\u306b\u3088\u3063\u3066\u69cb\u6210\u3055\u308c\u305f\u3001\u808c\u81ea\u8eab\u304c\u6301\u3064\u5929\u7136\u306e\u4fdd\u6e7f\u30b7\u30b9\u30c6\u30e0<\/span>\u3068\u8003\u3048\u308b\u3068\u5206\u304b\u308a\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<h2>\u808c\u306e\u4fdd\u6e7f\u306b\u306f\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u3068\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u304c\u3042\u308b<\/h2>\n<p>\u808c\u306e\u4fdd\u6e7f\u3068\u3044\u3046\u3068\u3001\u30af\u30ea\u30fc\u30e0\u3084\u4e73\u6db2\u306a\u3069\u3092\u5857\u308b\u3053\u3068\u3092\u30a4\u30e1\u30fc\u30b8\u3057\u304c\u3061\u3067\u3059\u3002<\/p>\n<p>\u3082\u3061\u308d\u3093\u3001\u808c\u8868\u9762\u304b\u3089\u6c34\u5206\u304c\u5931\u308f\u308c\u308b\u3053\u3068\u3092\u9632\u3050\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u306f\u91cd\u8981\u3067\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001\u305d\u308c\u3068\u540c\u3058\u3088\u3046\u306b\u5927\u5207\u306a\u306e\u304c\u3001<span style=\"font-weight:700;\">\u89d2\u5c64\u305d\u306e\u3082\u306e\u304c\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d<\/span>\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" style=\"max-width:700px;width:100%;\" src=\"\/article\/wp-content\/uploads\/column12_1.jpg\" alt=\"\u808c\u306e\u30d0\u30ea\u30a2\u6a5f\u80fd\u3068\u89d2\u5c64\u306e\u4fdd\u6e7f\u30e1\u30ab\u30cb\u30ba\u30e0\"><\/p>\n<p><\/p>\n<h3>\u5916\u5074\u306e\u4fdd\u6e7f\uff1a\u76ae\u8102\u819c\u3084\u30af\u30ea\u30fc\u30e0\u306a\u3069\u3067\u6c34\u5206\u84b8\u767a\u3092\u9632\u3050<\/h3>\n<p>\u808c\u306e\u8868\u9762\u3067\u306f\u3001\u76ae\u8102\u3084\u6c57\u306a\u3069\u306b\u3088\u3063\u3066\u300c\u76ae\u8102\u819c\u300d\u304c\u5f62\u6210\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u76ae\u8102\u819c\u306f\u808c\u8868\u9762\u3092\u8986\u3046\u3053\u3068\u3067\u3001\u89d2\u5c64\u304b\u3089\u6c34\u5206\u304c\u904e\u5270\u306b\u84b8\u767a\u3059\u308b\u3053\u3068\u3092\u9632\u3050\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u30b9\u30ad\u30f3\u30b1\u30a2\u3067\u306f\u3001\u4e73\u6db2\u3084\u30af\u30ea\u30fc\u30e0\u306a\u3069\u306e\u6cb9\u5206\u3092\u542b\u3080\u5316\u7ca7\u54c1\u304c\u3001\u3053\u306e\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u5916\u5074\u306e\u4fdd\u6e7f\u3068\u306f\u3001<span style=\"font-weight:700;\">\u808c\u8868\u9762\u3092\u8986\u3044\u3001\u6c34\u5206\u3092\u9003\u304c\u3057\u306b\u304f\u304f\u3059\u308b\u4fdd\u6e7f<\/span>\u3067\u3059\u3002<\/p>\n<p><\/p>\n<h3>\u5185\u5074\u306e\u4fdd\u6e7f\uff1aNMF\u3068\u7d30\u80de\u9593\u8102\u8cea\u304c\u89d2\u5c64\u5185\u3067\u6c34\u5206\u3092\u4fdd\u3064<\/h3>\n<p>\u4e00\u65b9\u3001\u89d2\u5c64\u306e\u4e2d\u3067\u3082\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u4ed5\u7d44\u307f\u304c\u50cd\u3044\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u306e\u4ee3\u8868\u304c<span style=\"font-weight:700;\">NMF\uff08\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\uff09\u3068\u7d30\u80de\u9593\u8102\u8cea<\/span>\u3067\u3059\u3002<\/p>\n<p>NMF\u306f\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u306b\u5b58\u5728\u3057\u3001\u6c34\u5206\u3092\u53d6\u308a\u8fbc\u307f\u3001\u4fdd\u6301\u3057\u307e\u3059\u3002<\/p>\n<p>\u89d2\u5c64\u7d30\u80de\u3068\u89d2\u5c64\u7d30\u80de\u306e\u9593\u306b\u306f\u300c\u7d30\u80de\u9593\u8102\u8cea\u300d\u304c\u5b58\u5728\u3057\u3001\u305d\u306e\u4ee3\u8868\u7684\u306a\u6210\u5206\u304c\u300c\u30bb\u30e9\u30df\u30c9\u300d\u3067\u3059\u3002<br \/>\n\u7d30\u80de\u9593\u8102\u8cea\u306f\u89d2\u5c64\u7d30\u80de\u306e\u9593\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u89d2\u5c64\u306e\u30d0\u30ea\u30a2\u6a5f\u80fd\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><img decoding=\"async\" style=\"max-width:700px;width:100%;\" src=\"\/article\/wp-content\/uploads\/column12_2.jpg\" alt=\"NMF\uff08\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\uff09\u3068\u7d30\u80de\u9593\u8102\u8cea\u306b\u3088\u308b\u5185\u5074\u306e\u4fdd\u6e7f\"><\/p>\n<p>\u3064\u307e\u308a\u3001\u3053\u306e\u8a18\u4e8b\u3067\u3044\u3046\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u306f\u3001\u4e3b\u306b<\/p>\n<p>\n<span style=\"font-weight:700;\">NMF\uff1d\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b<\/span><br \/>\n<span style=\"font-weight:700;\">\u7d30\u80de\u9593\u8102\u8cea\uff1d\u89d2\u5c64\u7d30\u80de\u306e\u9593\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b<\/span>\n<\/p>\n<p>\u3068\u3044\u30462\u3064\u306e\u4ed5\u7d44\u307f\u306b\u3088\u3063\u3066\u652f\u3048\u3089\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u305d\u3057\u3066\u3001\u305d\u306e\u3055\u3089\u306b\u5916\u5074\u3092\u76ae\u8102\u819c\u3084\u30af\u30ea\u30fc\u30e0\u306a\u3069\u304c\u8986\u3044\u3001\u6c34\u5206\u304c\u9003\u3052\u308b\u306e\u3092\u9632\u3044\u3067\u3044\u307e\u3059\u3002<\/p>\n<h2>\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u3060\u3051\u3067\u306a\u304f\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u304c\u5927\u5207\u306a\u7406\u7531<\/h2>\n<p>\u808c\u306e\u4fdd\u6e7f\u3067\u306f\u3001\u300c\u4f55\u3092\u5857\u308b\u304b\u300d\u3060\u3051\u306b\u76ee\u304c\u5411\u304d\u3084\u3059\u3044\u3082\u306e\u3067\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u808c\u8868\u9762\u3092\u30af\u30ea\u30fc\u30e0\u306a\u3069\u3067\u8986\u3046\u3053\u3068\u3060\u3051\u3067\u306a\u304f\u3001<span style=\"font-weight:700;\">\u89d2\u5c64\u305d\u306e\u3082\u306e\u304c\u6c34\u5206\u3092\u4fdd\u6301\u3067\u304d\u308b\u72b6\u614b\u306b\u306a\u3063\u3066\u3044\u308b\u3053\u3068<\/span>\u3082\u5927\u5207\u3067\u3059\u3002<\/p>\n<p>\u3053\u308c\u3092\u300c\u6c34\u3092\u5165\u308c\u308b\u5668\u300d\u306b\u305f\u3068\u3048\u3066\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u808c\u306b\u6c34\u5206\u3092\u4e0e\u3048\u308b\u3053\u3068\u3092\u300c\u5668\u306b\u6c34\u3092\u6ce8\u3050\u3053\u3068\u300d\u3060\u3068\u3059\u308b\u3068\u3001NMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u306f\u3001\u305d\u306e\u6c34\u5206\u3092\u89d2\u5c64\u306e\u4e2d\u306b\u4fdd\u6301\u3059\u308b\u305f\u3081\u306e\u300c\u5668\u306e\u72b6\u614b\u300d\u306b\u95a2\u308f\u3063\u3066\u3044\u307e\u3059\u3002<br \/>\n\u76ae\u8102\u819c\u3084\u30af\u30ea\u30fc\u30e0\u306a\u3069\u306e\u5916\u5074\u306e\u4fdd\u6e7f\u306f\u3001\u305d\u306e\u5668\u304b\u3089\u6c34\u5206\u304c\u9003\u3052\u306b\u304f\u3044\u3088\u3046\u306b\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u5f79\u5272\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001\u808c\u306e\u4fdd\u6e7f\u306b\u306f\u3001<\/p>\n<p>\n<span style=\"font-weight:700;\">\u30fb\u6c34\u5206\u3084\u4fdd\u6e7f\u6210\u5206\u3092\u88dc\u3046\u3053\u3068<\/span><br \/>\n<span style=\"font-weight:700;\">\u30fb\u89d2\u5c64\u306e\u4e2d\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u3053\u3068<\/span><br \/>\n<span style=\"font-weight:700;\">\u30fb\u808c\u8868\u9762\u304b\u3089\u6c34\u5206\u304c\u9003\u3052\u308b\u3053\u3068\u3092\u9632\u3050\u3053\u3068<\/span>\n<\/p>\n<p>\u306e\u3059\u3079\u3066\u304c\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"font-weight:700;\">\u300c\u4fdd\u6e7f\uff1d\u30af\u30ea\u30fc\u30e0\u3092\u5857\u308b\u3053\u3068\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u3001NMF\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u306b\u3082\u76ee\u3092\u5411\u3051\u308b\u3053\u3068\u304c\u5927\u5207\u306a\u306e\u3067\u3059\u3002<\/span><\/p>\n<h2>NMF\u3068\u30bb\u30e9\u30df\u30c9\u306e\u9055\u3044\u3068\u306f\uff1f<\/h2>\n<p>NMF\u3068\u4e00\u7dd2\u306b\u3088\u304f\u540d\u524d\u304c\u6319\u304c\u308b\u306e\u304c\u300c\u30bb\u30e9\u30df\u30c9\u300d\u3067\u3059\u3002<br \/>\n\u3069\u3061\u3089\u3082\u808c\u306e\u3046\u308b\u304a\u3044\u3092\u4fdd\u3064\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u304c\u3001\u5b58\u5728\u3059\u308b\u5834\u6240\u3068\u5f79\u5272\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><\/p>\n<h3>NMF\uff08\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\uff09<\/h3>\n<p>NMF\u306f<span style=\"font-weight:700;\">\u89d2\u5c64\u7d30\u80de\u306e\u4e2d<\/span>\u306b\u5b58\u5728\u3057\u3001\u6c34\u5206\u3092\u53d6\u308a\u8fbc\u307f\u3001\u89d2\u5c64\u7d30\u80de\u5185\u306b\u4fdd\u6301\u3059\u308b\u5f79\u5272\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><\/p>\n<h3>\u30bb\u30e9\u30df\u30c9<\/h3>\n<p>\u30bb\u30e9\u30df\u30c9\u306f\u7d30\u80de\u9593\u8102\u8cea\u3092\u69cb\u6210\u3059\u308b\u4ee3\u8868\u7684\u306a\u6210\u5206\u3067\u3001<span style=\"font-weight:700;\">\u89d2\u5c64\u7d30\u80de\u3068\u89d2\u5c64\u7d30\u80de\u306e\u9593<\/span>\u306b\u5b58\u5728\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u3068\u3068\u3082\u306b\u3001\u89d2\u5c64\u306e\u9699\u9593\u3092\u6e80\u305f\u3057\u3001\u30d0\u30ea\u30a2\u6a5f\u80fd\u3092\u652f\u3048\u308b\u5f79\u5272\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>NMF\u3068\u30bb\u30e9\u30df\u30c9\u306f\u300c\u3069\u3061\u3089\u304c\u91cd\u8981\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u306f\u306a\u304f\u3001\u305d\u308c\u305e\u308c\u9055\u3046\u5834\u6240\u3067\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u652f\u3048\u3066\u3044\u308b\u5b58\u5728\u3067\u3059\u3002<\/p>\n<h2>NMF\u306f\u3069\u306e\u3088\u3046\u306b\u4f5c\u3089\u308c\u308b\uff1f<\/h2>\n<p>NMF\u306f\u3001\u808c\u306e\u89d2\u5316\u3001\u3044\u308f\u3086\u308b<span style=\"font-weight:700;\">\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u306e\u904e\u7a0b<\/span>\u3068\u6df1\u304f\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u8868\u76ae\u3067\u306f\u65b0\u3057\u3044\u7d30\u80de\u304c\u751f\u307e\u308c\u3001\u5f90\u3005\u306b\u808c\u8868\u9762\u3078\u62bc\u3057\u4e0a\u3052\u3089\u308c\u3066\u89d2\u5c64\u7d30\u80de\u3078\u5909\u5316\u3057\u3001\u6700\u7d42\u7684\u306b\u306f\u81ea\u7136\u306b\u306f\u304c\u308c\u843d\u3061\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u904e\u7a0b\u3067\u300c\u30d5\u30a3\u30e9\u30b0\u30ea\u30f3\u300d\u3068\u3044\u3046\u30bf\u30f3\u30d1\u30af\u8cea\u304c\u5206\u89e3\u3055\u308c\u3001\u305d\u306e\u4e00\u90e8\u304b\u3089\u30a2\u30df\u30ce\u9178\u306a\u3069\u306eNMF\u6210\u5206\u304c\u4f5c\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308aNMF\u306f\u3001<span style=\"font-weight:700;\">\u89d2\u5c64\u304c\u5f62\u6210\u3055\u308c\u3066\u3044\u304f\u904e\u7a0b\u306e\u4e2d\u3067\u751f\u307f\u51fa\u3055\u308c\u308b\u5929\u7136\u306e\u4fdd\u6e7f\u6210\u5206<\/span>\u3067\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u8003\u3048\u308b\u3046\u3048\u3067\u306f\u3001\u5916\u304b\u3089\u4fdd\u6e7f\u6210\u5206\u3092\u88dc\u3046\u3060\u3051\u3067\u306a\u304f\u3001\u808c\u306e\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u304c\u5065\u3084\u304b\u306b\u50cd\u304f\u89d2\u5c64\u74b0\u5883\u3092\u4fdd\u3064\u3053\u3068\u3082\u5927\u5207\u3067\u3059\u3002<\/p>\n<p>\u808c\u306e\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u306e\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"\/article\/column\/248\/\">\u300c\u808c\u306e\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u3068\u306f\uff1f\u8001\u5316\u3068\u306e\u95a2\u4fc2\u3068\u4ed5\u7d44\u307f\u3092\u89e3\u8aac\u300d<\/a>\u3067\u3082\u8a73\u3057\u304f\u7d39\u4ecb\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h2>\u5e74\u9f62\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d<\/h2>\n<p>\u5e74\u9f62\u3092\u91cd\u306d\u308b\u3068\u3001\u76ae\u8102\u91cf\u3084\u89d2\u5c64\u306e\u6c34\u5206\u72b6\u614b\u306a\u3069\u3001\u808c\u306e\u3046\u308b\u304a\u3044\u3092\u4fdd\u3064\u74b0\u5883\u306f\u5c11\u3057\u305a\u3064\u5909\u5316\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<p>\u4fdd\u6e7f\u3068\u3044\u3046\u3068\u3001\u30af\u30ea\u30fc\u30e0\u306a\u3069\u3067\u808c\u8868\u9762\u3092\u88dc\u3046\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u306b\u6ce8\u76ee\u3057\u304c\u3061\u3067\u3059\u304c\u3001\u540c\u3058\u3088\u3046\u306b\u5927\u5207\u306a\u306e\u304c\u3001NMF\uff08\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\uff09\u3084\u7d30\u80de\u9593\u8102\u8cea\u304c\u95a2\u308f\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3067\u3059\u3002<\/p>\n<p>NMF\u306f\u3001\u808c\u306e\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\uff08\u89d2\u5316\uff09\u306e\u904e\u7a0b\u3067\u4f5c\u3089\u308c\u308b\u6210\u5206\u3067\u3059\u3002<br \/>\n\u305d\u306e\u305f\u3081\u3001<span style=\"font-weight:700;\">\u5e74\u9f62\u3068\u3068\u3082\u306b\u5909\u5316\u3059\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u306b\u76ee\u3092\u5411\u3051\u3001\u808c\u672c\u6765\u306e\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u304c\u5065\u3084\u304b\u306b\u50cd\u304f\u72b6\u614b\u3092\u4fdd\u3064\u3053\u3068<\/span>\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<p>\u5916\u5074\u304b\u3089\u3046\u308b\u304a\u3044\u3092\u88dc\u3046\u3060\u3051\u3067\u306a\u304f\u3001NMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u304c\u50cd\u304f\u89d2\u5c64\u74b0\u5883\u306b\u3082\u76ee\u3092\u5411\u3051\u306a\u304c\u3089\u3001\u808c\u306e\u4fdd\u6e7f\u3092\u8003\u3048\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<h2>NMF\u304c\u4e0d\u8db3\u3059\u308b\u3068\u808c\u306f\u3069\u3046\u306a\u308b\uff1f<\/h2>\n<p>NMF\u306f\u89d2\u5c64\u7d30\u80de\u5185\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u91cd\u8981\u306a\u5f79\u5272\u3092\u62c5\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>NMF\u304c\u5c11\u306a\u3044\u72b6\u614b\u3084\u89d2\u5c64\u306e\u4fdd\u6e7f\u6a5f\u80fd\u304c\u5341\u5206\u306b\u50cd\u3044\u3066\u3044\u306a\u3044\u72b6\u614b\u3067\u306f\u3001\u89d2\u5c64\u304c\u6c34\u5206\u3092\u4fdd\u6301\u3057\u306b\u304f\u304f\u306a\u308a\u3001\u30ab\u30b5\u3064\u304d\u3084\u3064\u3063\u3071\u308a\u3001\u3054\u308f\u3064\u304d\u306a\u3069\u306e\u4e7e\u71e5\u3092\u611f\u3058\u3084\u3059\u304f\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u89d2\u5c64\u306e\u6c34\u5206\u304c\u4e0d\u8db3\u3059\u308b\u3068\u30d0\u30ea\u30a2\u6a5f\u80fd\u306b\u3082\u5f71\u97ff\u3057\u3001\u5916\u90e8\u304b\u3089\u306e\u523a\u6fc0\u3092\u53d7\u3051\u3084\u3059\u3044\u808c\u72b6\u614b\u306b\u3064\u306a\u304c\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u808c\u306e\u4fdd\u6e7f\u3067\u306f\u3001\u6c34\u5206\u3092\u305f\u3060\u300c\u4e0e\u3048\u308b\u300d\u3060\u3051\u3067\u306f\u306a\u304f\u3001<span style=\"font-weight:700;\">\u89d2\u5c64\u306e\u4e2d\u306b\u6c34\u5206\u3092\u4fdd\u6301\u3067\u304d\u308b\u72b6\u614b\u3092\u6574\u3048\u308b\u3053\u3068<\/span>\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<h2>\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3068\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u306e\u95a2\u4fc2<\/h2>\n<p>\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u8003\u3048\u308b\u3046\u3048\u3067\u3001\u5206\u304b\u308a\u3084\u3059\u3044\u4f8b\u306e\u4e00\u3064\u304c\u300c\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u300d\u3067\u3059\u3002<\/p>\n<p>\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u3068\u306f\u6b63\u5f0f\u306a\u533b\u5b66\u7684\u306a\u75c5\u540d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u4e00\u822c\u7684\u306b\u306f\u3001<span style=\"font-weight:700;\">\u808c\u8868\u9762\u306b\u306f\u76ae\u8102\u304c\u3042\u308b\u4e00\u65b9\u3067\u3001\u89d2\u5c64\u306e\u6c34\u5206\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b\u808c\u72b6\u614b<\/span>\u3092\u8868\u3059\u8a00\u8449\u3068\u3057\u3066\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001<\/p>\n<p>\n\u300cT\u30be\u30fc\u30f3\u306f\u30d9\u30bf\u3064\u304f\u306e\u306b\u982c\u306f\u4e7e\u71e5\u3059\u308b\u300d<br \/>\n\u300c\u76ae\u8102\u306f\u591a\u3044\u306e\u306b\u6d17\u9854\u5f8c\u306b\u3064\u3063\u3071\u308b\u300d<br \/>\n\u300c\u898b\u305f\u76ee\u306f\u30aa\u30a4\u30ea\u30fc\u306a\u306e\u306b\u808c\u304c\u30ab\u30b5\u3064\u304f\u300d\n<\/p>\n<p>\u3068\u3044\u3063\u305f\u72b6\u614b\u3067\u3059\u3002<\/p>\n<p><img decoding=\"async\" style=\"max-width:700px;width:100%;\" src=\"\/article\/wp-content\/uploads\/column12_3.jpg\" alt=\"\u5185\u5074\u306e\u4fdd\u6e7f\u4e0d\u8db3\u3068\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u306e\u95a2\u4fc2\"><\/p>\n<p><\/p>\n<h3>\u89d2\u5c64\u304c\u4e7e\u71e5\u3057\u3066\u3044\u3066\u3082\u3001\u76ae\u8102\u304c\u591a\u3044\u30b1\u30fc\u30b9\u304c\u3042\u308b<\/h3>\n<p>\u3053\u3053\u3067\u5927\u5207\u306a\u306e\u306f\u3001<span style=\"font-weight:700;\">\u76ae\u8102\u91cf\u3068\u89d2\u5c64\u306e\u6c34\u5206\u91cf\u306f\u5225\u306e\u3082\u306e<\/span>\u3060\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>\u808c\u8868\u9762\u306b\u76ae\u8102\u304c\u591a\u304f\u3001\u30d9\u30bf\u3064\u304d\u3092\u611f\u3058\u3066\u3044\u3066\u3082\u3001\u89d2\u5c64\u306e\u4e2d\u307e\u3067\u5341\u5206\u306b\u3046\u308b\u304a\u3063\u3066\u3044\u308b\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u4f8b\u3048\u3070\u3001\u4e7e\u71e5\u306a\u3069\u306b\u3088\u3063\u3066\u89d2\u5c64\u306e\u6c34\u5206\u4fdd\u6301\u72b6\u614b\u304c\u4f4e\u4e0b\u3057\u3066\u3044\u308b\u4e00\u65b9\u3067\u3001\u808c\u8868\u9762\u306b\u306f\u76ae\u8102\u304c\u591a\u3044\u3068\u3044\u3046\u72b6\u614b\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3064\u307e\u308a\u3001<\/p>\n<p>\n<span style=\"font-weight:700;\">\u89d2\u5c64\u306e\u6c34\u5206\u304c\u4e0d\u8db3\u3057\u3066\u3044\u308b<\/span><br \/>\n\u2193<br \/>\n<span style=\"font-weight:700;\">\u4e00\u65b9\u3067\u808c\u8868\u9762\u306b\u306f\u76ae\u8102\u304c\u3042\u308b<\/span><br \/>\n\u2193<br \/>\n<span style=\"font-weight:700;\">\u300c\u5916\u5074\u306f\u30d9\u30bf\u3064\u304f\u306e\u306b\u3001\u5185\u5074\u306f\u4e7e\u71e5\u3057\u3066\u3044\u308b\u300d\u72b6\u614b\u306b\u306a\u308b<\/span>\n<\/p>\n<p>\u3068\u3044\u3046\u30b1\u30fc\u30b9\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u3088\u3046\u306a\u72b6\u614b\u304c\u3001\u4e00\u822c\u306b\u300c\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u300d\u3068\u547c\u3070\u308c\u308b\u808c\u72b6\u614b\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<p>\u898b\u305f\u76ee\u3084\u89e6\u3063\u305f\u611f\u89e6\u3060\u3051\u3067\u306f\u30aa\u30a4\u30ea\u30fc\u808c\u306b\u611f\u3058\u3066\u3082\u3001\u808c\u306e\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u304c\u5341\u5206\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<br \/>\n\u3060\u304b\u3089\u3053\u305d\u3001\u76ae\u8102\u306e\u91cf\u3060\u3051\u3067\u5224\u65ad\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<span style=\"font-weight:700;\">NMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u304c\u95a2\u308f\u308b\u89d2\u5c64\u306e\u6c34\u5206\u4fdd\u6301\u72b6\u614b\u306b\u3082\u76ee\u3092\u5411\u3051\u308b\u3053\u3068<\/span>\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<p><\/p>\n<h3>\u808c\u304c\u30d9\u30bf\u3064\u304f\uff1d\u5341\u5206\u306b\u4fdd\u6e7f\u3055\u308c\u3066\u3044\u308b\u3001\u3067\u306f\u306a\u3044<\/h3>\n<p>\u76ae\u8102\u304c\u591a\u3044\u3068\u3001\u300c\u4fdd\u6e7f\u306f\u5fc5\u8981\u306a\u3044\u300d\u3068\u8003\u3048\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u76ae\u8102\u304c\u3042\u308b\u3053\u3068\u3068\u3001NMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u306b\u3088\u3063\u3066\u89d2\u5c64\u5185\u306b\u5341\u5206\u306a\u6c34\u5206\u304c\u4fdd\u6301\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u306f\u5225\u306e\u8a71\u3067\u3059\u3002<\/p>\n<p><span style=\"font-weight:700;\">\u808c\u8868\u9762\u304c\u30d9\u30bf\u3064\u3044\u3066\u3044\u3066\u3082\u3001\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u304c\u5341\u5206\u3068\u306f\u9650\u308a\u307e\u305b\u3093\u3002<\/span><\/p>\n<p>\u808c\u72b6\u614b\u3092\u898b\u308b\u3068\u304d\u306b\u306f\u76ae\u8102\u3060\u3051\u3067\u306f\u306a\u304f\u3001<\/p>\n<p>\n\u30fb\u6d17\u9854\u5f8c\u306b\u3064\u3063\u3071\u3089\u306a\u3044\u304b<br \/>\n\u30fb\u982c\u306a\u3069\u304c\u90e8\u5206\u7684\u306b\u30ab\u30b5\u3064\u3044\u3066\u3044\u306a\u3044\u304b<br \/>\n\u30fb\u808c\u304c\u3054\u308f\u3064\u3044\u3066\u3044\u306a\u3044\u304b<br \/>\n\u30fb\u4e7e\u71e5\u306b\u3088\u308b\u523a\u6fc0\u3092\u611f\u3058\u3084\u3059\u304f\u306a\u3063\u3066\u3044\u306a\u3044\u304b\n<\/p>\n<p>\u306a\u3069\u3001\u89d2\u5c64\u306e\u4e7e\u71e5\u72b6\u614b\u3082\u542b\u3081\u3066\u8003\u3048\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<h2>\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u610f\u8b58\u3057\u305f\u30b9\u30ad\u30f3\u30b1\u30a2\u3068\u306f\uff1f<\/h2>\n<p>\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u610f\u8b58\u3059\u308b\u3046\u3048\u3067\u5927\u5207\u306a\u306e\u306f\u3001NMF\u3060\u3051\u3092\u5897\u3084\u305d\u3046\u3068\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001<span style=\"font-weight:700;\">\u89d2\u5c64\u306b\u6c34\u5206\u3084\u4fdd\u6e7f\u6210\u5206\u3092\u88dc\u3044\u3001\u305d\u306e\u6c34\u5206\u3092\u4fdd\u6301\u3057\u3001\u5916\u3078\u9003\u3052\u306b\u304f\u3044\u74b0\u5883\u3092\u6574\u3048\u308b\u3053\u3068<\/span>\u3067\u3059\u3002<\/p>\n<p><\/p>\n<h3>\u5316\u7ca7\u6c34\u3084\u7f8e\u5bb9\u6db2\u3067\u6c34\u5206\u30fb\u4fdd\u6e7f\u6210\u5206\u3092\u88dc\u3046<\/h3>\n<p>\u5316\u7ca7\u6c34\u3084\u7f8e\u5bb9\u6db2\u306a\u3069\u3092\u4f7f\u3063\u3066\u3001\u89d2\u5c64\u306b\u6c34\u5206\u3084\u4fdd\u6e7f\u6210\u5206\u3092\u88dc\u3044\u307e\u3059\u3002<\/p>\n<p>NMF\u3092\u69cb\u6210\u3059\u308b\u30a2\u30df\u30ce\u9178\u3084PCA\u306a\u3069\u306b\u7740\u76ee\u3057\u305f\u5316\u7ca7\u54c1\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u7279\u5b9a\u306e\u6210\u5206\u3060\u3051\u3092\u88dc\u3048\u3070\u5341\u5206\u3068\u3044\u3046\u308f\u3051\u3067\u306f\u306a\u304f\u3001NMF\u3001\u7d30\u80de\u9593\u8102\u8cea\u3001\u76ae\u8102\u819c\u306a\u3069\u3001\u808c\u5168\u4f53\u306e\u4fdd\u6e7f\u74b0\u5883\u3092\u8003\u3048\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n<p><\/p>\n<h3>\u30bb\u30e9\u30df\u30c9\u306a\u3069\u3001\u7d30\u80de\u9593\u8102\u8cea\u306b\u3082\u7740\u76ee\u3059\u308b<\/h3>\n<p>NMF\u304c\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u4e00\u65b9\u3001\u30bb\u30e9\u30df\u30c9\u306a\u3069\u306e\u7d30\u80de\u9593\u8102\u8cea\u306f\u89d2\u5c64\u7d30\u80de\u306e\u9593\u3067\u6c34\u5206\u3092\u4fdd\u6301\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3092\u8003\u3048\u308b\u3046\u3048\u3067\u306f\u3001\u30a2\u30df\u30ce\u9178\u306a\u3069\u306e\u6c34\u6eb6\u6027\u4fdd\u6e7f\u6210\u5206\u3060\u3051\u3067\u306f\u306a\u304f\u3001\u30bb\u30e9\u30df\u30c9\u306a\u3069\u306b\u7740\u76ee\u3059\u308b\u3053\u3068\u3082\u4e00\u3064\u306e\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n<p><\/p>\n<h3>\u4e73\u6db2\u3084\u30af\u30ea\u30fc\u30e0\u306b\u3088\u308b\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u3082\u5927\u5207<\/h3>\n<p>\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u304c\u5927\u5207\u300d\u3068\u3044\u3046\u3053\u3068\u306f\u3001\u300c\u30af\u30ea\u30fc\u30e0\u306f\u5fc5\u8981\u306a\u3044\u300d\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p>\u4e73\u6db2\u3084\u30af\u30ea\u30fc\u30e0\u306a\u3069\u306e\u6cb9\u5206\u3092\u542b\u3080\u5316\u7ca7\u54c1\u306b\u306f\u3001\u808c\u8868\u9762\u3092\u6574\u3048\u3001\u89d2\u5c64\u304b\u3089\u6c34\u5206\u304c\u904e\u5270\u306b\u84b8\u767a\u3059\u308b\u3053\u3068\u3092\u9632\u3050\u5f79\u5272\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><span style=\"font-weight:700;\">\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u3068\u300c\u5916\u5074\u306e\u4fdd\u6e7f\u300d\u306f\u3001\u3069\u3061\u3089\u304b\u4e00\u65b9\u3092\u9078\u3076\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/span><br \/>\n\u808c\u8cea\u3084\u5b63\u7bc0\u3001\u5e74\u9f62\u3001\u305d\u306e\u65e5\u306e\u808c\u72b6\u614b\u306b\u5408\u308f\u305b\u3066\u3001\u4e21\u65b9\u3092\u30d0\u30e9\u30f3\u30b9\u3088\u304f\u53d6\u308a\u5165\u308c\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<p><\/p>\n<h3>NMF\u3092\u5897\u3084\u3059\u306b\u306f\uff1f<\/h3>\n<p>NMF\u306f\u3001\u808c\u306e\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\uff08\u89d2\u5316\uff09\u306e\u904e\u7a0b\u3067\u4f5c\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u7279\u5b9a\u306e\u5316\u7ca7\u54c1\u3067\u5358\u7d14\u306bNMF\u3092\u5897\u3084\u305d\u3046\u3068\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u904e\u5ea6\u306a\u6d17\u6d44\u3084\u6469\u64e6\u3092\u907f\u3051\u3001\u9069\u5207\u306a\u4fdd\u6e7f\u30b1\u30a2\u3092\u884c\u3044\u3001<span style=\"font-weight:700;\">\u808c\u672c\u6765\u306e\u30bf\u30fc\u30f3\u30aa\u30fc\u30d0\u30fc\u304c\u5065\u3084\u304b\u306b\u50cd\u304f\u89d2\u5c64\u74b0\u5883\u3092\u4fdd\u3064\u3053\u3068<\/span>\u3092\u610f\u8b58\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><\/p>\n<h3>NMF\u306f\u5316\u7ca7\u54c1\u3067\u88dc\u3048\u308b\uff1f<\/h3>\n<p>NMF\u3092\u69cb\u6210\u3059\u308b\u30a2\u30df\u30ce\u9178\u3084PCA\u306a\u3069\u306f\u3001\u5316\u7ca7\u54c1\u306e\u4fdd\u6e7f\u6210\u5206\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305f\u3060\u3057\u3001\u5316\u7ca7\u54c1\u3092\u4f7f\u3046\u3053\u3068\u3067\u300c\u808c\u81ea\u8eab\u304c\u4f5c\u308bNMF\u304c\u5fc5\u305a\u5897\u3048\u308b\u300d\u3068\u3044\u3046\u610f\u5473\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<br \/>\n\u30b9\u30ad\u30f3\u30b1\u30a2\u3067\u306f\u3001\u89d2\u5c64\u306b\u6c34\u5206\u3084\u4fdd\u6e7f\u6210\u5206\u3092\u88dc\u3044\u3001<span style=\"font-weight:700;\">NMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u304c\u50cd\u304f\u89d2\u5c64\u306e\u4fdd\u6e7f\u74b0\u5883\u3092\u6574\u3048\u308b\u3053\u3068<\/span>\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<p><\/p>\n<div style=\"max-width: 700px;margin-bottom:30px;padding:25px 20px;border:1px solid #ddd;\">\n<h4 style=\"margin-top:0;text-align:center;\">\u95a2\u9023\u5546\u54c1<\/h4>\n<table style=\"width:100%;border-collapse:collapse;\">\n<tr>\n<td style=\"width:30%;padding:10px 20px;text-align:center;vertical-align:middle;border-bottom: none;\">\n<a href=\"https:\/\/tua-store.com\/products\/VA11\/\"><br \/>\n<img decoding=\"async\" style=\"max-width:100%;width:150px;height:auto;\" src=\"https:\/\/tua-store.com\/upload\/save_image\/products\/ovaco\/ovaco-VA11_01.jpg\" alt=\"\u30aa\u30d0\u30b3 4D\u30c0\u30a4\u30ca\u30df\u30c3\u30af \u4fdd\u6e7f\u30c8\u30ca\u30fc\"><br \/>\n<\/a>\n<\/td>\n<td style=\"width:65%;padding:10px 20px;vertical-align:middle;border-bottom: none;\">\n<p style=\"margin-top:0;\">\u4fdd\u6e7f\u30b1\u30a2\u306b\u53d6\u308a\u5165\u308c\u305f\u3044\u30a2\u30a4\u30c6\u30e0\u3068\u3057\u3066\u30014D\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30b7\u30ea\u30fc\u30ba\u306e\u300c4D\u30c0\u30a4\u30ca\u30df\u30c3\u30af \u4fdd\u6e7f\u30c8\u30ca\u30fc\u300d\u3092\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<p style=\"font-weight:700;font-size:18px;\">\n<a href=\"https:\/\/tua-store.com\/products\/VA11\/\">\u30aa\u30d0\u30b3 4D\u30c0\u30a4\u30ca\u30df\u30c3\u30af \u4fdd\u6e7f\u30c8\u30ca\u30fc<\/a>\n<\/p>\n<p>\n<a href=\"https:\/\/tua-store.com\/products\/VA11\/\"><strong>\u5546\u54c1\u8a73\u7d30\u3092\u898b\u308b \u2192<\/strong><\/a>\n<\/p>\n<\/td>\n<\/tr>\n<\/table>\n<\/div>\n<p>4D\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30b7\u30ea\u30fc\u30ba\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u65b9\u306f\u3001<a href=\"https:\/\/tua-store.com\/article\/column\/263\/\">\u300c4D\u30c0\u30a4\u30ca\u30df\u30c3\u30af\u30b7\u30ea\u30fc\u30ba\u3068\u306f\uff1f\u300d<\/a>\u3082\u3042\u308f\u305b\u3066\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n<h2>\u3055\u3044\u3054\u306b<\/h2>\n<p>NMF\u3068\u306f\u300cNatural Moisturizing Factor\u300d\u306e\u7565\u3067\u3001\u300c\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\u300d\u3068\u547c\u3070\u308c\u308b\u808c\u306e\u4fdd\u6e7f\u306b\u91cd\u8981\u306a\u8981\u7d20\u306e\u4e00\u3064\u3067\u3059\u3002<\/p>\n<p>NMF\u306f\u89d2\u5c64\u7d30\u80de\u306e\u4e2d\u306b\u5b58\u5728\u3057\u3001\u30a2\u30df\u30ce\u9178\u306a\u3069\u306e\u6c34\u3068\u306a\u3058\u307f\u3084\u3059\u3044\u6210\u5206\u306b\u3088\u3063\u3066\u6c34\u5206\u3092\u4fdd\u6301\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u808c\u306e\u4fdd\u6e7f\u3068\u3044\u3046\u3068\u3001\u5316\u7ca7\u6c34\u3084\u30af\u30ea\u30fc\u30e0\u306a\u3069\u300c\u5916\u304b\u3089\u4f55\u3092\u5857\u308b\u304b\u300d\u306b\u76ee\u304c\u5411\u304d\u304c\u3061\u3067\u3059\u3002<br \/>\n\u3057\u304b\u3057\u3001\u808c\u306b\u306f\u3082\u3068\u3082\u3068\u3001NMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u306b\u3088\u3063\u3066\u89d2\u5c64\u5185\u306b\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u306e\u4ed5\u7d44\u307f\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>\n<span style=\"font-weight:700;\">\u5916\u5074\u306e\u4fdd\u6e7f\uff1d\u808c\u8868\u9762\u3092\u8986\u3044\u3001\u6c34\u5206\u3092\u9003\u304c\u3057\u306b\u304f\u304f\u3059\u308b\u3053\u3068<\/span><br \/>\n<span style=\"font-weight:700;\">\u5185\u5074\u306e\u4fdd\u6e7f\uff1dNMF\u3084\u7d30\u80de\u9593\u8102\u8cea\u306b\u3088\u3063\u3066\u3001\u89d2\u5c64\u306e\u4e2d\u306b\u6c34\u5206\u3092\u4fdd\u6301\u3059\u308b\u3053\u3068<\/span>\n<\/p>\n<p>\u3053\u306e2\u3064\u3092\u5206\u3051\u3066\u8003\u3048\u308b\u3068\u3001\u300c\u808c\u304c\u30d9\u30bf\u3064\u3044\u3066\u3044\u308b\u304b\u3089\u5341\u5206\u306b\u3046\u308b\u304a\u3063\u3066\u3044\u308b\u3068\u306f\u9650\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u30a4\u30f3\u30ca\u30fc\u30c9\u30e9\u30a4\u306e\u72b6\u614b\u3082\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u5e74\u9f62\u3084\u5b63\u7bc0\u3001\u751f\u6d3b\u74b0\u5883\u306b\u3088\u3063\u3066\u808c\u306e\u4fdd\u6e7f\u74b0\u5883\u306f\u5909\u5316\u3057\u307e\u3059\u3002<br \/>\n\u3060\u304b\u3089\u3053\u305d\u3001\u5916\u5074\u3092\u88dc\u3046\u3060\u3051\u3067\u306f\u306a\u304f\u3001<span style=\"font-weight:700;\">NMF\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u300c\u5185\u5074\u306e\u4fdd\u6e7f\u300d\u306b\u3082\u76ee\u3092\u5411\u3051\u306a\u304c\u3089\u3001\u81ea\u5206\u306e\u808c\u72b6\u614b\u306b\u5408\u3063\u305f\u30b9\u30ad\u30f3\u30b1\u30a2\u3092\u9078\u3076\u3053\u3068<\/span>\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n<h2>\u53c2\u8003\u6587\u732e\u30fb\u53c2\u8003\u60c5\u5831<\/h2>\n<ul>\n<li>\u30fb<a href=\"https:\/\/www.jcia.org\/user\/public\/knowledge\/glossary\/moisturizing\" target=\"_blank\" rel=\"noopener noreferrer\">\u65e5\u672c\u5316\u7ca7\u54c1\u5de5\u696d\u4f1a\u300c\u4fdd\u6e7f\u3068\u30a8\u30e2\u30ea\u30a8\u30f3\u30c8\u300d<\/a><\/li>\n<li>\u30fb<a href=\"https:\/\/www.sccj-ifscc.com\/library\/glossary_detail\/1126\" target=\"_blank\" rel=\"noopener noreferrer\">\u65e5\u672c\u5316\u7ca7\u54c1\u6280\u8853\u8005\u4f1a\u300c\u5929\u7136\u4fdd\u6e7f\u56e0\u5b50\uff3bNatural Moisturizing Factor\uff3d\u300d<\/a><\/li>\n<li>\u30fb<a href=\"https:\/\/www.jstage.jst.go.jp\/article\/koshohin\/42\/4\/42_420408\/_article\/-char\/ja\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u65e5\u672c\u9999\u7ca7\u54c1\u5b66\u4f1a\u8a8c\u300c\u4fdd\u6e7f\u5316\u7ca7\u54c1\u3068\u305d\u306e\u4f5c\u7528\u300d<\/a><\/li>\n<li>\u30fb<a href=\"https:\/\/www.jstage.jst.go.jp\/article\/sccj\/50\/2\/50_91\/_article\/-char\/ja\/\" target=\"_blank\" rel=\"noopener 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