![\"\"](\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2025\/11\/intro_doe.jpg\")
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\n\u4eca\u56de\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\uff08Machine Learning\uff09\u3092\u6d3b\u7528\u3057\u305f\u5b9f\u9a13\u8a08\u753b\u306e\u30c6\u30fc\u30de\u306b\u3064\u3044\u3066\u5c11\u3057\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n
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\n\u305d\u3053\u3067\u3001\u7814\u7a76\u8005\u305f\u3061\u306f\u3088\u308a\u5c11\u306a\u3044\u5b9f\u9a13\u56de\u6570\u3067\u4fe1\u983c\u3067\u304d\u308b\u77e5\u898b\u3092\u5f97\u308b\u305f\u3081\u306e\u65b9\u6cd5\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u4ee3\u8868\u4f8b\u304c\u300c\u54c1\u8cea\u5de5\u5b66\uff08\u7530\u53e3\u65b9\u6cd5\uff09\u300d\u3067\u3059\u3002\u3053\u306e\u65b9\u6cd5\u3092\u4f7f\u3046\u3068\u30017\u3064\u306e\u56e0\u5b50\u305d\u308c\u305e\u308c\u306b2\u3064\u306e\u6c34\u6e96\uff08\u4f8b\uff1a\u4f4e\u6e29\uff0f\u9ad8\u6e29\uff09\u304c\u3042\u308b\u5834\u5408\u3067\u3082\u3001128\u56de\u3067\u306f\u306a\u304f\u308f\u305a\u304b8\u56de\u306e\u5b9f\u9a13\u3067\u5341\u5206\u306a\u60c5\u5831\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u3046\u307e\u304f\u8a2d\u8a08\u3055\u308c\u305f\u5b9f\u9a13\u8a08\u753b\u306f\u3001\u6642\u9593\u3068\u6750\u6599\u3092\u7bc0\u7d04\u3057\u3001\u767a\u898b\u3092\u52a0\u901f\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\n\u54c1\u8cea\u5de5\u5b66\u306f\u7d71\u8a08\u306b\u57fa\u3065\u3044\u305f\u4f1d\u7d71\u7684\u306a\u5b9f\u9a13\u8a08\u753b\u6cd5\u3067\u3059\u304c\u3001\u8fd1\u5e74\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u65b0\u3057\u3044\u30a2\u30d7\u30ed\u30fc\u30c1\u3082\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u4e00\u3064\u304c\u300c\u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\uff08Active Learning\uff09\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u81ea\u3089\u300c\u3069\u306e\u5b9f\u9a13\u3092\u8ffd\u52a0\u3067\u884c\u3048\u3070\u52b9\u7387\u3088\u304f\u5b66\u7fd2\u3067\u304d\u308b\u304b\u300d\u3092\u5224\u65ad\u3057\u3066\u304f\u308c\u308b\u624b\u6cd5\u3067\u3059\u3002\u305d\u3057\u3066\u3001\u3053\u306e\u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\u306e\u4e00\u7a2e\u3068\u3057\u3066\u300c\u30d9\u30a4\u30ba\u6700\u9069\u5316\uff08Bayesian Optimization\uff09\u300d\u304c\u3042\u308a\u307e\u3059\u3002\u30d9\u30a4\u30ba\u6700\u9069\u5316\u3067\u306f\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u304c\u904e\u53bb\u306e\u5b9f\u9a13\u7d50\u679c\u304b\u3089\u5b66\u3073\u3001\u6b21\u306b\u8a66\u3059\u3079\u304d\u6700\u3082\u6709\u671b\u306a\u6761\u4ef6\u3092\u81ea\u52d5\u7684\u306b\u63d0\u6848\u3057\u3066\u304f\u308c\u307e\u3059\u3002
\n<\/p>\n
\u30d9\u30a4\u30ba\u6700\u9069\u5316\u306f\u3001\u5b9f\u9a13\u306e\u7d50\u679c\u3092\u6700\u5927\u9650\u306b\u826f\u304f\u3059\u308b\u305f\u3081\u306e\u6700\u9069\u306a\u6761\u4ef6\u3092\u898b\u3064\u3051\u308b\u624b\u6cd5\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u5316\u5b66\u53cd\u5fdc\u306e\u5b9f\u9a13\u3067\u306f\u3001\u53cd\u5fdc\u7269\u306e\u53cd\u5fdc\u7387\u304c\u6700\u3082\u9ad8\u304f\u306a\u308b\u3088\u3046\u306a\u6e29\u5ea6\u3084\u6fc3\u5ea6\u3001\u5727\u529b\u306a\u3069\u306e\u6761\u4ef6\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u76ee\u7684\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
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\u30ac\u30a6\u30b9\u904e\u7a0b\u306f\u3001\u4e88\u6e2c\u306e\u4e0d\u78ba\u5b9f\u6027\u3092\u81ea\u7136\u306b\u63a8\u5b9a\u3067\u304d\u308b\u305f\u3081\u3001\u30d9\u30a4\u30ba\u6700\u9069\u5316\u3067\u6700\u3082\u3088\u304f\u4f7f\u308f\u308c\u308b\u4ee3\u7406\u30e2\u30c7\u30eb\u306e\u4e00\u3064\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u304c\u552f\u4e00\u306e\u65b9\u6cd5\u3067\u306f\u306a\u304f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3084\u4ed6\u306e\u6a5f\u68b0\u5b66\u7fd2\u624b\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n \u3053\u306e\u3088\u3046\u306a\u30d9\u30a4\u30ba\u6700\u9069\u5316\u3084\u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3063\u305f\u624b\u6cd5\u3092\u7528\u3044\u305f\u5b9f\u9a13\u8a08\u753b\u306f\u3001\u6b21\u306b\u884c\u3046\u5b9f\u9a13\u3092\u81ea\u52d5\u7684\u306b\u9078\u629e\u3059\u308b\u3053\u3068\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u5b9f\u9a13\u3092\u81ea\u5f8b\u7684\u306b\u8a08\u753b\u30fb\u5b9f\u884c\u3057\u3001\u7d50\u679c\u304b\u3089\u5b66\u7fd2\u3059\u308b\u81ea\u52d5\u904b\u8ee2\u578b\u30e9\u30dc\uff08Self-Driving Labs\uff09\u3068\u306e\u7d71\u5408\u3082\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u5f93\u6765\u306e\u624b\u6cd5\u306b\u6bd4\u3079\u3066\u306f\u308b\u304b\u306b\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u3001\u65b0\u3057\u3044\u6750\u6599\u3084\u5316\u5b66\u30d7\u30ed\u30bb\u30b9\u306e\u767a\u898b\u3092\u52a0\u901f\u3055\u305b\u308b\u53ef\u80fd\u6027\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n \u30d9\u30a4\u30ba\u6700\u9069\u5316\u3084\u30a2\u30af\u30c6\u30a3\u30d6\u30e9\u30fc\u30cb\u30f3\u30b0\u3068\u3044\u3063\u305f\u73fe\u4ee3\u7684\u306a\u5b9f\u9a13\u8a08\u753b\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306f\u81ea\u3089\u6b21\u306b\u884c\u3046\u3079\u304d\u6700\u3082\u6709\u671b\u306a\u5b9f\u9a13\u6761\u4ef6\u3092\u9078\u629e\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u306e\u7d50\u679c\u3001\u5fc5\u8981\u306a\u5b9f\u9a13\u56de\u6570\u3092\u5927\u5e45\u306b\u6e1b\u3089\u3059\u3053\u3068\u304c\u3067\u304d\u3001\u672a\u77e5\u306e\u73fe\u8c61\u3092\u767a\u898b\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u3088\u308a\u901f\u304f\u3001\u305d\u3057\u3066\u4f4e\u30b3\u30b9\u30c8\u3067\u9032\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001\u3053\u308c\u3089\u306e\u624b\u6cd5\u3092\u81ea\u5f8b\u578b\u30e9\u30dc\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u6a5f\u68b0\u304c\u4eba\u9593\u306e\u95a2\u4e0e\u306a\u3057\u306b\u5b9f\u9a13\u3092\u8a08\u753b\u30fb\u5b9f\u65bd\u30fb\u89e3\u6790\u3059\u308b\u3001\u5b8c\u5168\u306b\u81ea\u52d5\u5316\u3055\u308c\u305f\u7814\u7a76\u306e\u5b9f\u73fe\u3078\u3068\u3064\u306a\u304c\u308a\u307e\u3059\u3002\uff08\u7406\u5316\u5b66\u7814\u7a76\u6240\u306eSeM<\/a>\uff09<\/p>\n","protected":false},"excerpt":{"rendered":" \u3053\u3093\u306b\u3061\u306f\uff01AX\u7814\u7a76\u5ba4\u306e\u30ed\u30d9\u30eb\u30c8\u30fb\u30d5\u30d0\u30c1\u3067\u3059\u3002 \u4eca\u56de\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\uff08Machine Learning\uff09\u3092\u6d3b\u7528\u3057\u305f\u5b9f\u9a13\u8a08\u753b\u306e\u30c6\u30fc\u30de\u306b\u3064\u3044\u3066\u5c11\u3057\u7d39\u4ecb\u3057\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002 \u79d1\u5b66\u3084\u6280\u8853\u306e\u767a\u5c55\u306b\u3088\u308a\u3001\u79c1\u305f\u3061\u306f\u8208\u5473\u306e\u3042\u308b\u73fe\u8c61\u3084\u30d7\u30ed\u30bb\u30b9\u3092 […]<\/p>\n","protected":false},"author":104,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[27],"tags":[380,379,378],"_links":{"self":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/20370"}],"collection":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/users\/104"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=20370"}],"version-history":[{"count":11,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/20370\/revisions"}],"predecessor-version":[{"id":20389,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=\/wp\/v2\/posts\/20370\/revisions\/20389"}],"wp:attachment":[{"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=20370"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=20370"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ecomottblog.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=20370"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}
\n1. \u521d\u671f\u5b9f\u9a13\u306e\u5b9f\u65bd<\/strong>
\n\u307e\u305a\u3001\u5bfe\u8c61\u3068\u306a\u308b\u7cfb\u306b\u3064\u3044\u3066\u306e\u77e5\u8b58\u3092\u5f97\u308b\u305f\u3081\u306b\u3001\u3044\u304f\u3064\u304b\u7570\u306a\u308b\u5b9f\u9a13\u6761\u4ef6\uff08\u4f8b\uff1a\u6e29\u5ea6\u3001\u6fc3\u5ea6\u3001\u64b9\u62cc\u901f\u5ea6\u306a\u3069\uff09\u3092\u9078\u3073\u3001\u6e2c\u5b9a(\u5b9f\u9a13)\u3092\u884c\u3044\u307e\u3059\u3002
\n2. \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\uff08\u4ee3\u7406\u30e2\u30c7\u30eb \/ Surrogate Model\uff09<\/strong>
\n\u5f97\u3089\u308c\u305f\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3001\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5b9f\u9a13\u6761\u4ef6\u3068\u7d50\u679c\u306e\u95a2\u4fc2\u3092\u8fd1\u4f3c\u7684\u306b\u8868\u3059\u300c\u4ee3\u7406\u30e2\u30c7\u30eb\uff08\u30b5\u30ed\u30b2\u30fc\u30c8\u30e2\u30c7\u30eb\uff09\u300d\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002
\n\u3053\u306e\u30e2\u30c7\u30eb\u306f\u3001\u672a\u77e5\u306e\u6761\u4ef6\u4e0b\u3067\u306e\u7d50\u679c\u3092\u4e88\u6e2c\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u4e88\u6e2c\u306e\u78ba\u5b9f\u6027\uff08\u4e0d\u78ba\u304b\u3055\uff09\u3082\u540c\u6642\u306b\u63a8\u5b9a\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6b21\u306b\u3069\u306e\u6761\u4ef6\u3067\u5b9f\u9a13\u3092\u884c\u3046\u3079\u304d\u304b\u3092\u52b9\u679c\u7684\u306b\u6c7a\u5b9a\u3067\u304d\u307e\u3059\u3002
\n3. \u6b21\u306e\u5b9f\u9a13\u6761\u4ef6\u306e\u9078\u629e<\/strong>
\n\u6b21\u306b\u6700\u9069\u5316\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30e2\u30c7\u30eb\u306e\u4e88\u6e2c\u304c\u6700\u3082\u6709\u671b\u306a\u9818\u57df\u3001\u307e\u305f\u306f\u4e0d\u78ba\u5b9f\u6027\u304c\u6700\u3082\u5927\u304d\u3044\u9818\u57df\u3092\u9078\u3073\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u306f\u6700\u3082\u52b9\u7387\u7684\u306b\u65b0\u3057\u3044\u60c5\u5831\u3092\u5b66\u7fd2\u3057\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u3066\u3044\u304d\u307e\u3059\u3002
\n4. \u53cd\u5fa9\u7684\u306a\u6539\u5584<\/strong>
\n\u65b0\u3057\u3044\u5b9f\u9a13\u304b\u3089\u5f97\u3089\u308c\u305f\u7d50\u679c\u3092\u4f7f\u3063\u3066\u4ee3\u7406\u30e2\u30c7\u30eb\u3092\u518d\u5b66\u7fd2\u3057\u3001\u3055\u3089\u306b\u6700\u9069\u306a\u6761\u4ef6\u306b\u8fd1\u3065\u3051\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u306f\u6700\u7d42\u7684\u306b\u5b9f\u9a13\u306e\u6700\u826f\u6761\u4ef6\u3092\u898b\u3064\u3051\u51fa\u3057\u307e\u3059\u3002<\/p>\n![\"\"](\"https:\/\/www.ecomottblog.com\/wp-content\/uploads\/2025\/11\/image\uff3fGP.png\")
\n\u56f3\uff11\uff0e\u3053\u308c\u3089\u306e\u30b0\u30e9\u30d5\u306f\u3001\u30d9\u30a4\u30ba\u6700\u9069\u5316\uff08Bayesian Optimization\uff09 \u306e\u4ed5\u7d44\u307f\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\n\u8aac\u660e\u306e\u305f\u3081\u306b\u3001\u56f31\u306e\u4e0a\u90e8\u30b0\u30e9\u30d5\u3067\u306f\u672a\u77e5\u306e\u95a2\u6570\u306e\u5f62\u72b6\u3092\u9ed2\u3044\u7834\u7dda\u3067\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u306e\u95a2\u6570\u306e\u5f62\u306f\u672a\u77e5\u3067\u3059\u304c\u3001\u5b9f\u9a13\u3092\u884c\u3046\u3053\u3068\u3067\u90e8\u5206\u7684\u306b\u77e5\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002
\n\u6700\u521d\u306e\u6bb5\u968e\u3067\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u7570\u306a\u308b\u5b9f\u9a13\u6761\u4ef6\uff08\u3053\u3053\u3067\u306f\u5358\u4e00\u306e\u30d1\u30e9\u30e1\u30fc\u30bf x \u3067\u8868\u73fe\uff09\u3092\u9078\u3073\u3001\u305d\u308c\u305e\u308c\u3067\u6e2c\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002\u5f97\u3089\u308c\u305f\u6e2c\u5b9a\u7d50\u679c\u306f\u3001\u56f31\u4e0a\u90e8\u306e\u8d64\u3044\u70b9\u3067\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002
\n\u6b21\u306b\u3001\u30ac\u30a6\u30b9\u904e\u7a0b\u30e2\u30c7\u30eb\u306f\u3053\u308c\u3089\u306e\u6e2c\u5b9a\u7d50\u679c\u306b\u57fa\u3065\u304d\u3001\u672a\u77e5\u306e\u95a2\u6570\u306e\u5f62\u3092\u8fd1\u4f3c\u3057\u307e\u3059\u3002
\n\u4e88\u6e2c\u3055\u308c\u305f\u95a2\u6570\u306e\u5024\u306f\u9752\u3044\u7dda\u3067\u793a\u3055\u308c\u3001\u9752\u304f\u5857\u3089\u308c\u305f\u9818\u57df\u306f\u4e88\u6e2c\u306e\u4e0d\u78ba\u5b9f\u6027\uff08\u00b11.96\u6a19\u6e96\u504f\u5dee\uff09\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002
\n\u56f31\u306e\u4e0b\u90e8\u306b\u306f\u3001\u671f\u5f85\u6539\u5584\u6cd5\uff08Expected Improvement, EI\uff09\u306b\u3088\u3063\u3066\u8a08\u7b97\u3055\u308c\u305f\u7372\u5f97\u95a2\u6570\uff08acquisition function\uff09\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306eEI\u6cd5\u306f\u3001\u4e88\u6e2c\u5024\u3068\u4e0d\u78ba\u5b9f\u6027\u306e\u4e21\u65b9\u3092\u8003\u616e\u3057\u3066\u3001\u6b21\u306b\u5b9f\u9a13\u3092\u884c\u3046\u3079\u304d\u70b9\u3092\u5224\u65ad\u3057\u307e\u3059\u3002\u305d\u306e\u6700\u5927\u5024\u306f x = 0.47 \u306b\u3042\u308a\u3001\u6b21\u306b\u5b9f\u9a13\u3092\u884c\u3046\u3079\u304d\u70b9\u3068\u3057\u3066\u9078\u3070\u308c\u307e\u3059\u3002\u3053\u306e\u70b9\u304c\u672a\u77e5\u306e\u95a2\u6570\u306e\u6700\u5927\u5024\u4ed8\u8fd1\u306b\u3042\u308b\u3053\u3068\u304b\u3089\u3001\u30d9\u30a4\u30ba\u6700\u9069\u5316\u304c\u52b9\u679c\u7684\u306b\u6709\u671b\u306a\u9818\u57df\u3078\u5b9f\u9a13\u3092\u5c0e\u3044\u3066\u3044\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n\u307e\u3068\u3081<\/h2>\n