{"id":2621,"date":"2022-03-05T00:09:00","date_gmt":"2022-03-04T15:09:00","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=2621"},"modified":"2022-03-05T00:09:00","modified_gmt":"2022-03-04T15:09:00","slug":"%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/","title":{"rendered":"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308b\u753b\u50cf\u751f\u6210\u306e\u8a55\u4fa1\u30e2\u30c7\u30eb"},"content":{"rendered":"\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-white ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title ez-toc-toggle\" style=\"cursor:pointer\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E6%96%87%E7%8C%AE%E6%83%85%E5%A0%B1\" >\u6587\u732e\u60c5\u5831<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E6%A6%82%E8%A6%81\" >\u6982\u8981<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E8%83%8C%E6%99%AF%E3%83%BB%E8%AA%B2%E9%A1%8C\" >\u80cc\u666f\u30fb\u8ab2\u984c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E3%83%9C%E3%83%AB%E3%83%84%E3%83%9E%E3%82%B7%E3%83%B3\" >\u30dc\u30eb\u30c4\u30de\u30b7\u30f3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\" >\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E3%82%AE%E3%83%96%E3%82%B9%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\" >\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#D-Wave%E3%83%9E%E3%82%B7%E3%83%B3\" >D-Wave\u30de\u30b7\u30f3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E9%87%8F%E5%AD%90%E3%83%A2%E3%83%B3%E3%83%86%E3%82%AB%E3%83%AB%E3%83%AD%E6%B3%95QMC\" >\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5(QMC)<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E5%85%88%E8%A1%8C%E7%A0%94%E7%A9%B6%E3%81%AE%E8%AA%B2%E9%A1%8C%E3%81%A8%E6%9C%AC%E8%AB%96%E6%96%87%E3%81%AE%E7%9B%AE%E7%9A%84\" >\u5148\u884c\u7814\u7a76\u306e\u8ab2\u984c\u3068\u672c\u8ad6\u6587\u306e\u76ee\u7684<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E6%8F%90%E6%A1%88%E6%89%8B%E6%B3%95\" >\u63d0\u6848\u624b\u6cd5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E3%83%9C%E3%83%AB%E3%83%84%E3%83%9E%E3%83%B3%E3%83%9E%E3%82%B7%E3%83%B3%E3%81%AE%E5%AD%A6%E7%BF%92\" >\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E8%A9%95%E4%BE%A1%E6%96%B9%E6%B3%95\" >\u8a55\u4fa1\u65b9\u6cd5<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C\" >\u5b9f\u9a13\u7d50\u679c<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E5%88%86%E9%A1%9E%E5%99%A8%E3%81%AE%E5%AD%A6%E7%BF%92%E7%B5%90%E6%9E%9C\" >\u5206\u985e\u5668\u306e\u5b66\u7fd2\u7d50\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E3%83%9C%E3%83%AB%E3%83%84%E3%83%9E%E3%83%B3%E3%83%9E%E3%82%B7%E3%83%B3%E3%81%AE%E5%AD%A6%E7%BF%92%E3%83%BB%E8%A9%95%E4%BE%A1%E7%B5%90%E6%9E%9C\" >\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u7d50\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E9%87%8F%E5%AD%90%E5%8A%B9%E6%9E%9C%E3%81%AE%E6%A4%9C%E8%A8%BC\" >\u91cf\u5b50\u52b9\u679c\u306e\u691c\u8a3c<\/a><\/li><\/ul><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E7%B5%90%E8%AB%96\" >\u7d50\u8ad6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\" >\u53c2\u8003\u6587\u732e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%aa%e3%83%b3%e3%82%b0%e3%81%ab%e3%82%88%e3%82%8b%e7%94%bb%e5%83%8f%e7%94%9f%e6%88%90%e3%81%ae%e8%a9%95%e4%be%a1%e3%83%a2%e3%83%87%e3%83%ab\/#%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\" >\u3042\u3068\u304c\u304d<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%96%87%E7%8C%AE%E6%83%85%E5%A0%B1\"><\/span>\u6587\u732e\u60c5\u5831<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li>\u30bf\u30a4\u30c8\u30eb: Assessment of image generation by quantum annealer<\/li><li>\u8457\u8005: Takehito Sato, Masayuki Ohzeki, and Kazuyuki Tanaka<\/li><li>\u66f8\u8a8c\u60c5\u5831: <i>Sci Rep<\/i> 11, 13523 (2021).&nbsp;<a href=\"https:\/\/doi.org\/10.1038\/s41598-021-92295-9\">https:\/\/doi.org\/10.1038\/s41598-021-92295-9<\/a><\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306f\u7d44\u307f\u5408\u308f\u305b\u6700\u9069\u5316\u554f\u984c\u306e\u6c42\u89e3\u306b\u7528\u3044\u3089\u308c\u308b\u3053\u3068\u304c\u591a\u3044\u4e00\u65b9\u3067\u3001\u753b\u50cf\u751f\u6210\u3092\u59cb\u3081\u3068\u3057\u305f\u751f\u6210\u30e2\u30c7\u30eb\u306b\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u308b\u624b\u6cd5\u3082\u63d0\u6848\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u672c\u8ad6\u6587\u3067\u306f\u3001\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u5185\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306bD-Wave\u30de\u30b7\u30f3\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u753b\u50cf\u751f\u6210\u306e\u54c1\u8cea\u5411\u4e0a\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<br>\u5148\u884c\u7814\u7a76\u3067\u306f\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u8a55\u4fa1\u6307\u6a19\u306e1\u3064\u3067\u3042\u308b\u30ab\u30eb\u30d0\u30c3\u30af\u30fb\u30e9\u30a4\u30d6\u30e9\u30fc\u60c5\u5831\u91cf\u3068\u3044\u3046\u6307\u6a19\u304c\u3001D-Wave\u30de\u30b7\u30f3\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u5c0f\u3055\u304f\u306a\u3063\u305f\u3053\u3068\u304c\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3057\u305f\u3002<br>\u3057\u304b\u3057\u3001\u305d\u308c\u306f\u78ba\u304b\u306b\u5206\u5e03\u306e\u8fd1\u3055\u3092\u6e2c\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001\u753b\u50cf\u81ea\u4f53\u306e\u54c1\u8cea\u3092\u6e2c\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u305b\u3093\u3002<br>\u305d\u3053\u3067\u3001\u672c\u8ad6\u6587\u3067\u306f\u5206\u985e\u5668\u3068\u3057\u3066\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u4e88\u3081\u5b66\u7fd2\u3057\u3066\u304a\u304d\u3001\u7279\u5b9a\u306e\u6570\u5b57\u306e\u753b\u50cf\u3092\u751f\u6210\u3057\u305f\u3068\u304d\u306b\u3001\u305d\u306e\u753b\u50cf\u306e\u5206\u985e\u7d50\u679c\u3092\u6e2c\u308b\u3053\u3068\u3067\u76f4\u63a5\u7684\u306a\u8a55\u4fa1\u3092\u53ef\u80fd\u306b\u3057\u3066\u3044\u307e\u3059\u3002<br>\u307e\u305f\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u624b\u6cd5\u304c\u53e4\u5178\u624b\u6cd5\u306b\u5bfe\u3057\u3001\u8a55\u4fa1\u6307\u6a19\u3084\u904e\u5b66\u7fd2\u306e\u6709\u7121\u306b\u304a\u3044\u3066\u512a\u4f4d\u6027\u3092\u6301\u3064\u3053\u3068\u3082\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%83%8C%E6%99%AF%E3%83%BB%E8%AA%B2%E9%A1%8C\"><\/span>\u80cc\u666f\u30fb\u8ab2\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%9C%E3%83%AB%E3%83%84%E3%83%9E%E3%82%B7%E3%83%B3\"><\/span>\u30dc\u30eb\u30c4\u30de\u30b7\u30f3<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306f\u7121\u5411\u30b0\u30e9\u30d5\u306b\u5bfe\u5fdc\u3057\u305f\u78ba\u7387\u30e2\u30c7\u30eb\u3067\u3001\u5404\u30ce\u30fc\u30c9\u306e\u72b6\u614b$x_i$\u3092\u78ba\u7387\u5909\u6570\u3068\u307f\u306a\u3057\u305f\u3068\u304d\u3001\u30b0\u30e9\u30d5\u306b$M$\u500b\u3042\u308b\u30ce\u30fc\u30c9\u3059\u3079\u3066\u306e\u72b6\u614b\u3092$\\textbf{x} = [x_1, &#8230;, x_M]$\u3068\u3059\u308b\u3068\u4ee5\u4e0b\u306e\u78ba\u7387\u5206\u5e03\u3067\u8868\u3057\u307e\u3059\u3002<br>\\begin{align}<br>p(\\textbf{x} | \\theta) = \\frac{1}{Z(\\theta)} \\exp(-\\Phi(\\textbf{x}, \\theta))<br>\\end{align}<br>\u305f\u3060\u3057\u3001$\\Phi(\\textbf{x}, \\theta)$\u306f\u30a8\u30cd\u30eb\u30ae\u30fc\u95a2\u6570\u3068\u547c\u3070\u308c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u3057\u307e\u3059\u3002<br>\\begin{align}<br>\\Phi = -\\sum_{i=1}^{M} b_i x_i &#8211; \\sum_{\\{i, j\\} \\in E}w_{ij} x_i x_j<br>\\end{align}<br>\u3053\u3053\u3067\u3001$E$\u306f\u30a8\u30c3\u30b8\u306e\u96c6\u5408\u3067\u3059\u3002<br>\u307e\u305f\u3001$\\theta$\u306f\u5f0f\u5185\u306e$b_i$\u3001$w_{ij}$\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u305d\u308c\u305e\u308c\u30d0\u30a4\u30a2\u30b9\u3001\u91cd\u307f\u3068\u547c\u3073\u307e\u3059\u3002<br>\u6b21\u306b\u3001$p(x | \\theta)$\u5f0f\u5185\u306e$Z(\\theta)$\u306f\u898f\u683c\u5316\u5b9a\u6570\u3067\u3001\u5206\u914d\u95a2\u6570\u3068\u3082\u547c\u3070\u308c\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u3055\u308c\u307e\u3059\u3002<br>\\begin{align}<br>Z(\\theta) = \\sum_{\\textbf{x}} \\exp(-\\Phi(\\textbf{x}, \\theta))<br>\\end{align}<br>\u3053\u3053\u3067\u3001\u548c$\\sum_{\\textbf{x}}$\u306f\u3001<br>\\begin{align}<br>\\sum_{\\textbf{x}} = \\sum_{x_1=0, 1} \\sum_{x_2=0, 1} \\cdots \\sum_{x_M=0, 1}<br>\\end{align}<br>\u306e\u3088\u3046\u306b\u3001\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u72b6\u614b$\\textbf{x}$\u306e\u3059\u3079\u3066\u306e\u5024\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u3064\u3044\u3066\u306e\u548c\u3067\u8868\u3055\u308c\u307e\u3059\u3002\u5404\u72b6\u614b\u304c{0, 1}\u306e2\u5024\u3092\u53d6\u308b\u305f\u3081\u3001\u305d\u306e\u7d44\u307f\u5408\u308f\u305b\u306f$2^M$\u901a\u308a\u3067\u3059\u3002<br><br>\u6b21\u306b\u3001\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u3001\u3064\u307e\u308a\u30e2\u30c7\u30eb\u5206\u5e03$p(x|\\theta)$\u304c\u771f\u306e\u5206\u5e03$p_g(x)$\u306b\u6700\u3082\u8fd1\u304f\u306a\u308b\u3088\u3046\u306b\u30e2\u30c7\u30eb\u306e\u30d1\u30e9\u30e1\u30fc\u30bf$\\theta$\u3092\u66f4\u65b0\u3057\u306a\u304f\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002<br>\u3053\u306e\u5206\u5e03\u306e\u8fd1\u3055\u3092\u8868\u3059\u5c3a\u5ea6\u3068\u3057\u3066\u3001\u30ab\u30eb\u30d0\u30c3\u30af\u30fb\u30e9\u30a4\u30d6\u30e9\u30fc(KL)\u60c5\u5831\u91cf\u304c\u7528\u3044\u3089\u308c\u307e\u3059\u3002\u4e0a\u306e2\u3064\u306e\u78ba\u7387\u5206\u5e03\u3092\u7528\u3044\u308b\u3068\u3001KL\u60c5\u5831\u91cf\u306f\u4ee5\u4e0b\u306e\u69d8\u306b\u306a\u308a\u307e\u3059\u3002<br>\\begin{align}<br>D_{KL}(p_g(x)||p(x|\\theta)) = \\sum_{n=1}^{N}p_g(\\textbf{x}_n)\\log{p_g(\\textbf{x}_n)} &#8211; \\sum_{n=1}^{N}p_g(\\textbf{x}_n)\\log{p(\\textbf{x}_n|\\theta)}<br>\\end{align}<br>\u3053\u3053\u3067\u3001\u7b2c2\u9805\u306f$E_{p_g(\\textbf{x})}[\\log{p(\\textbf{x} | \\theta)}]$\u3068\u671f\u5f85\u5024\u306e\u5f62\u3067\u8868\u305b\u308b\u305f\u3081\u3001\u305d\u306e\u671f\u5f85\u5024\u3092\u8a13\u7df4\u30c7\u30fc\u30bf$\\mathcal{D} = [\\textbf{x}_1, \\dots, x_{N}]$\u3067\u306e\u5e73\u5747\u5024\u3067\u8fd1\u4f3c\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u8868\u305b\u307e\u3059\u3002<br>\\begin{align}<br>E_{p_g(\\textbf{x})}[\\log p(\\textbf{x} | \\theta)] <br>&amp;\\approx \\frac{1}{N}\\log \\prod_{n=1}^{N}p(\\textbf{x}_n|\\theta) \\\\<br>&amp;= \\frac{1}{N} \\log L(\\theta)<br>\\end{align}<br>\u3053\u306e$L(\\theta)$\u3092\u5c24\u5ea6\u95a2\u6570\u3068\u547c\u3073\u307e\u3059\u3002\u4ee5\u4e0a\u306e\u3053\u3068\u304b\u3089KL\u60c5\u5831\u91cf\u3092\u5c0f\u3055\u304f\u3059\u308b\u3053\u3068\u306f\u3001\u5c24\u5ea6\u95a2\u6570\u306e\u6700\u5927\u5316\u3059\u308c\u3070\u826f\u3044\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u5bfe\u6570\u95a2\u6570\u306f\u5358\u8abf\u5897\u52a0\u95a2\u6570\u3067\u3042\u308b\u305f\u3081\u3001\u5c24\u5ea6\u95a2\u6570\u306e\u6700\u5927\u5316\u306f\u305d\u306e\u5bfe\u6570\u3067\u3042\u308b$\\log L(\\theta)$\u306e\u6700\u5927\u5316\u3068\u3082\u53d6\u308c\u308b\u306e\u3067\u3001\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u306f\u3001\u3053\u306e\u5bfe\u6570\u5c24\u5ea6\u95a2\u6570\u3092\u6700\u5927\u5316\u3059\u308b\u3088\u3046\u306b\u884c\u3046\u3053\u3068\u306b\u3057\u307e\u3059\u3002<br><br>\u305d\u306e\u5b66\u7fd2\u3092\u884c\u3046\u65b9\u6cd5\u306e1\u3064\u3068\u3057\u3066\u3001\u52fe\u914d\u6cd5\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<br>\u52fe\u914d\u6cd5\u3067\u306f\u3001\u5bfe\u6570\u5c24\u5ea6\u95a2\u6570\u306e\u30d1\u30e9\u30e1\u30fc\u30bf$\\theta$\u3001\u3064\u307e\u308a\u30d0\u30a4\u30a2\u30b9$b_i$\u3068\u91cd\u307f$w_{ij}$\u306b\u95a2\u3059\u308b\u52fe\u914d\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u66f4\u65b0\u5f0f\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\\begin{align}<br>b_i^{(t+1)} &amp;= b_i^{(t)} + \\epsilon \\frac{\\partial \\log L(\\theta)}{\\partial b_i} \\\\<br>w_{ij}^{(t+1)} &amp;= w_{ij}^{(t)} + \\epsilon \\frac{\\partial \\log L(\\theta)}{\\partial w_{ij}}<br>\\end{align}<br>\u3053\u3053\u3067\u3001$\\epsilon$\u306f\u66f4\u65b0\u3059\u308b\u91cf\u3092\u8abf\u6574\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3001\u5b66\u7fd2\u7387\u3068\u547c\u3073\u307e\u3059\u3002<br><br>\u3053\u308c\u3067\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u66f4\u65b0\u3059\u308b\u305f\u3081\u306e\u5f0f\u304c\u6c42\u307e\u308a\u307e\u3057\u305f\u304c\u3001\u5b9f\u306f\u305d\u306e\u52fe\u914d\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30e2\u30c7\u30eb\u30d1\u30e9\u30e1\u30fc\u30bf\u306b\u95a2\u3059\u308b\u671f\u5f85\u5024\u306e\u9805(\u7b2c2\u9805\u76ee)\u304c\u542b\u307e\u308c\u307e\u3059\u3002<br>\\begin{align}<br>\\frac{\\partial \\log L(\\theta)}{\\partial b_i} &amp;= \\sum_{n=1}^{N} x_{ni} &#8211; N E_{\\theta}[x_i] \\\\<br>\\frac{\\partial \\log L(\\theta)}{\\partial w_{ij}} &amp;= \\sum_{n=1}^{N} x_{ni} x_{nj} &#8211; N E_{\\theta}[x_i x_j]<br>\\end{align}<br>\u3053\u306e\u671f\u5f85\u5024\u3092\u8a08\u7b97\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u524d\u8ff0\u3057\u305f\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u72b6\u614b$\\bf{x}$\u306e\u3059\u3079\u3066\u306e\u5024\u306e\u7d44\u307f\u5408\u308f\u305b\u306e\u8a08\u7b97\u3092\u3057\u306a\u304f\u3066\u306f\u306a\u3089\u305a\u3001\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u30ce\u30fc\u30c9\u6570\u304c\u5897\u3048\u308b\u3068\u975e\u5e38\u306b\u6642\u9593\u304c\u304b\u304b\u3063\u3066\u3057\u307e\u3046\u3068\u3044\u3046\u554f\u984c\u304c\u3042\u308a\u307e\u3059\u3002<br>\u305d\u3053\u3067\u3001MCMC(Markov Chain Monte Carlo)\u6cd5\u306a\u3069\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306b\u3088\u308a\u3001\u671f\u5f85\u5024\u8a08\u7b97\u3092\u8fd1\u4f3c\u3059\u308b\u3053\u3068\u3067\u89e3\u6c7a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u3042\u308b\u5206\u5e03$p(x)$\u306b\u5f93\u3046\u30b5\u30f3\u30d7\u30eb\u3092\u6c42\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\u4ee5\u4e0b\u306b\u672c\u8ad6\u6587\u3067\u4f7f\u7528\u3059\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306b\u3064\u3044\u3066\u7c21\u5358\u306b\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%82%AE%E3%83%96%E3%82%B9%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span>\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306fMCMC\u6cd5\u306e\u4e00\u3064\u3067\u3001\u78ba\u7387\u5206\u5e03\u306b\u5f93\u3046\u3088\u3046\u306b1\u3064\u305a\u3064\u5024\u3092\u30b5\u30f3\u30d7\u30eb\u3059\u308b\u3053\u3068\u3092\u7e70\u308a\u8fd4\u3057\u3001\u6700\u7d42\u7684\u306b\u7279\u5b9a\u306e\u5206\u5e03\u306b\u5f93\u3063\u305f\u30b5\u30f3\u30d7\u30eb\u3092\u5f97\u308b\u65b9\u6cd5\u3067\u3059\u3002<br>\u306f\u3058\u3081\u306b\u3001\u30ce\u30fc\u30c9$i$\u4ee5\u5916\u306e\u5168\u30ce\u30fc\u30c9\u306e\u5909\u6570\u3092\u4e26\u3079\u305f\u30d9\u30af\u30c8\u30eb\u3092$\\textbf{x}_{-i}$\u3068\u66f8\u304d\u3001\u6761\u4ef6\u4ed8\u304d\u5206\u5e03$p(x_i|\\textbf{x}_{-i}, \\theta)$\u3001\u3064\u307e\u308a$\\textbf{x}_{-i}$\u3092\u6307\u5b9a\u3057\u305f\u3068\u304d\u306e$x_i$\u306e\u5206\u5e03\u3092\u8003\u3048\u307e\u3059\u3002\u3053\u308c\u3092\u5f0f\u3067\u8868\u3059\u3068\u4ee5\u4e0b\u306e\u69d8\u306b\u306a\u308a\u307e\u3059\u3002<br>\\begin{align}<br>p(x_i|\\textbf{x}_{-i}, \\theta) &amp;= \\frac{p(\\textbf{x}, \\theta)}{\\sum_{\\textbf{x}} p(\\textbf{x}, \\theta)} \\\\<br>&amp;= \\frac{\\exp \\left[\\left(b_i + \\sum_{j \\in \\mathcal{N}_i} w_{ij} x_j \\right) x_i \\right]}{1 + \\exp \\left( b_i + \\sum_{j \\in \\mathcal{N}_i} w_{ij} x_j \\right)}<br>\\end{align}<br>\u305f\u3060\u3057\u3001$\\mathcal{N}_i$\u306f\u30ce\u30fc\u30c9$i$\u3068\u7d50\u5408\u3092\u6301\u3064\u30ce\u30fc\u30c9\u306e\u6dfb\u5b57\u96c6\u5408\u3067\u3059\u3002<br>\u3053\u306e\u3088\u3046\u306b\u5404$x_i$\u306e\u6761\u4ef6\u4ed8\u304d\u5206\u5e03\u306f\u6c42\u3081\u3089\u308c\u308b\u306e\u3067\u3001\u5b9f\u969b\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3046\u3068\u304d\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u884c\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>$\\textbf{x}_{-i}$\u304c\u4e0e\u3048\u3089\u308c\u305f\u3068\u304d\u3001\u4e0a\u306e\u5f0f\u306b\u5f93\u3063\u3066$p(x_i | \\textbf{x}_{-i}, \\theta)$\u3092\u8a08\u7b97\u3059\u308b<\/li><li>[0, 1]\u306e\u4e00\u69d8\u4e71\u6570\u3092\u751f\u6210\u3057\u3001\u3053\u306e\u4e71\u6570\u5024\u304c\u8a08\u7b97\u3057\u305f\u78ba\u7387\u3092\u4e0b\u56de\u308c\u3070$x_i = 1$\u3001\u305d\u308c\u4ee5\u5916\u306a\u3089$x_i = 0$\u3068\u3059\u308b<\/li><\/ul>\n\n\n\n<p>\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u306f\u3001\u3053\u306e\u69d8\u306b\u5404$x_i$\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u3059\u3079\u3066\u306e\u30ce\u30fc\u30c9\u306b\u5bfe\u3057\u3066\u9806\u756a\u306b\u7e70\u308a\u8fd4\u3059\u3053\u3068\u3067\u5143\u306e\u5206\u5e03$p(\\textbf{x}|\\theta)$\u306b\u5f93\u3046$\\textbf{x}$\u306e\u5024\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<br>\u305f\u3060\u3057\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u958b\u59cb\u76f4\u5f8c\u306f\u78ba\u7387\u5206\u5e03\u306b\u5f93\u3063\u3066\u3044\u308b\u3068\u306f\u8a00\u3048\u306a\u3044\u305f\u3081\u3001\u4e00\u5b9a\u6570\u306e\u30c7\u30fc\u30bf\u3092\u7834\u68c4\u3057\u307e\u3059\u3002\u305d\u306e\u6570\u3092burn-in\u3068\u547c\u3073\u307e\u3059\u3002\u307e\u305f\u3001\u30b5\u30f3\u30d7\u30eb\u540c\u58eb\u3092\u72ec\u7acb\u306b\u3059\u308b\u305f\u3081\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u9593\u9694\u3092\u958b\u3051\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4eca\u5f8c\u3053\u308c\u3089\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u305d\u308c\u305e\u308cburn-in\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u9593\u9694\u3068\u8868\u8a18\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"D-Wave%E3%83%9E%E3%82%B7%E3%83%B3\"><\/span>D-Wave\u30de\u30b7\u30f3<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306f\u6b21\u5f0f\u306e\u30cf\u30df\u30eb\u30c8\u30cb\u30a2\u30f3\u3092\u6700\u5c0f\u5316\u3059\u308b\u3088\u3046\u306a\u89e3\u3092\u6c42\u3081\u308b\u8fd1\u4f3c\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<br>\\begin{align}<br>H_0 = &#8211; \\sum_{i} h_i \\sigma_{i}^{z} &#8211; \\sum_{i, j} J_{ij} \\sigma_{i}^{z}\\sigma_{j}^{z}<br>\\end{align}<br>\u3053\u3053\u3067\u3001$\\sigma_i^z$\u306f\u30d1\u30a6\u30ea\u884c\u5217\u306ez\u6210\u5206\u3067\u3059\u3002<br>\u307e\u305f\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u95a2\u6570\u306e\u5f0f\u3068\u6bd4\u8f03\u3059\u308b\u3068$h_i$\u304c\u30d0\u30a4\u30a2\u30b9$b_i$\u306b\u3001$J_{ij}$\u304c\u91cd\u307f$w_{ij}$\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<br>\u305d\u3057\u3066\u3001D-Wave\u30de\u30b7\u30f3\u306b\u3088\u308a\u5f97\u3089\u308c\u305f\u89e3\u306e\u5206\u5e03\u304c\u3053\u306e\u30cf\u30df\u30eb\u30c8\u30cb\u30a2\u30f3\u3092\u30a8\u30cd\u30eb\u30ae\u30fc\u95a2\u6570\u3068\u3057\u305f\u3068\u304d\u306e\u30dc\u30eb\u30c4\u30de\u30f3\u5206\u5e03\u306b\u5f93\u3046\u3053\u3068\u304c\u5b9f\u9a13\u7684\u306b\u77e5\u3089\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u305d\u308c\u3092\u671f\u5f85\u5024\u8a08\u7b97\u306b\u7528\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%87%8F%E5%AD%90%E3%83%A2%E3%83%B3%E3%83%86%E3%82%AB%E3%83%AB%E3%83%AD%E6%B3%95QMC\"><\/span>\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5(QMC)<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306f\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u53e4\u5178\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u3067\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\u5929\u4e0b\u308a\u7684\u306b\u793a\u3057\u307e\u3059\u304c\u3001\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3067\u306f\u4ee5\u4e0b\u306e\u30cf\u30df\u30eb\u30c8\u30cb\u30a2\u30f3\u3092\u7528\u3044\u307e\u3059\u3002<br><br>\\begin{align}<br>H_c = &#8211; \\frac{\\beta}{m} \\sum_l^m \\left( \\sum_i h_{i, l} x_{i, l} &#8211; \\sum_{i, j} J_{ij, l} x_{i, l} x_{j, l} \\right) &#8211; \\frac{1}{2} \\log \\coth \\left(\\frac{\\beta \\Gamma}{m}\\right) \\sum_l^m \\sum_i x_{i, l} x_{i, l+1}<br>\\end{align}<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u3001$\\beta$\u306f\u9006\u6e29\u5ea6\u3001$m$\u306f\u30c8\u30ed\u30c3\u30bf\u30fc\u6570\u3092\u8868\u3057\u307e\u3059\u3002<br>\u624b\u9806\u3068\u3057\u3066\u306f\u3001\u306f\u3058\u3081\u306b\u30c8\u30ed\u30c3\u30bf\u30fc\u6570\u306e\u6570\u3060\u3051\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u5bfe\u8c61(\u30b3\u30d4\u30fc)\u3092\u7528\u610f\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u3042\u308b1\u3064\u306e\u5bfe\u8c61\u306b\u5bfe\u3057\u3066\u30cf\u30df\u30eb\u30c8\u30cb\u30a2\u30f3$H_c$\u3092\u30a8\u30cd\u30eb\u30ae\u30fc\u95a2\u6570\u3068\u3057\u305f\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u3092\u3059\u3079\u3066\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u5bfe\u8c61\u306b\u3064\u3044\u3066\u884c\u3046\u3053\u3068\u30921\u30b9\u30c6\u30c3\u30d7\u3068\u3057\u3066\u3001\u7e70\u308a\u8fd4\u3057\u307e\u3059\u3002\u7e70\u308a\u8fd4\u3057\u306e\u969b\u306b\u5f90\u3005\u306b\u6a2a\u78c1\u5834\u306e\u5f37\u3055\u3092\u5f31\u3081\u3066\u3044\u304f\u3053\u3068\u3067\u3001\u89e3\u3092\u53ce\u675f\u306e\u65b9\u5411\u306b\u5c0e\u304d\u307e\u3059\u3002<br>\u3053\u306e\u3088\u3046\u306b\u3057\u3066\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u5024\u306e\u4f4e\u3044\u5bfe\u8c61\u3092\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u7d50\u679c\u3068\u3059\u308b\u306e\u304c\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%85%88%E8%A1%8C%E7%A0%94%E7%A9%B6%E3%81%AE%E8%AA%B2%E9%A1%8C%E3%81%A8%E6%9C%AC%E8%AB%96%E6%96%87%E3%81%AE%E7%9B%AE%E7%9A%84\"><\/span>\u5148\u884c\u7814\u7a76\u306e\u8ab2\u984c\u3068\u672c\u8ad6\u6587\u306e\u76ee\u7684<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306e\u5fdc\u7528\u306b\u3064\u3044\u3066\u306f\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u3082\u306e\u304c\u591a\u304f\u3001\u672c\u8ad6\u6587\u306e\u3088\u3046\u306b\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u306b\u4f7f\u7528\u3059\u308b\u3088\u3046\u306a\u8da3\u65e8\u306e\u3082\u306e\u306f\u5c11\u306a\u3044\u3067\u3059\u3002<br>\u305d\u306e\u5148\u884c\u7814\u7a76\u3067\u306fD-Wave\u30de\u30b7\u30f3\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u6027\u80fd\u8a55\u4fa1\u306e1\u3064\u3067\u3042\u308bKL\u60c5\u5831\u91cf\u304c\u5c0f\u3055\u304f\u306a\u3063\u305f\u3001\u3064\u307e\u308a\u6027\u80fd\u304c\u5411\u4e0a\u3057\u305f\u3068\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001KL\u60c5\u5831\u91cf\u306f\u5206\u5e03\u306e\u8fd1\u3055\u3092\u6e2c\u308b\u3053\u3068\u306f\u3067\u304d\u307e\u3059\u304c\u3001\u753b\u50cf\u81ea\u4f53\u306e\u8a55\u4fa1\u3092\u3059\u308b\u3053\u3068\u306f\u3067\u304d\u306a\u3044\u306e\u3067\u306f\u306a\u3044\u304b\u3068\u3044\u3046\u306e\u304c\u672c\u8ad6\u6587\u306e\u4e3b\u5f35\u3067\u3059\u3002<br>\u624b\u66f8\u304d\u6587\u5b57\u753b\u50cf\u306e\u5206\u5e03\u3092\u8003\u3048\u308b\u3068\u3001\u540c\u3058\u6570\u5b57\u306e\u753b\u50cf\u306f\u5206\u5e03\u9593\u3067\u306f\u8fd1\u304f\u3001\u9055\u3046\u6570\u5b57\u306e\u753b\u50cf\u9593\u306b\u306f\u5883\u754c\u304c\u5b58\u5728\u3059\u308b\u3068\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u3053\u3053\u3067\u30015\u30686\u306e\u5883\u754c\u306b\u5b58\u5728\u3059\u308b\u30b5\u30f3\u30d7\u30eb\u3092\u8003\u3048\u307e\u3059\u3002<br>\u3082\u3057\u3001\u751f\u6210\u30e2\u30c7\u30eb\u304c\u305d\u306e\u3088\u3046\u306a\u753b\u50cf\u3092\u751f\u6210\u3057\u305f\u5834\u5408\u3001\u5206\u5e03\u7684\u306b\u306f\u554f\u984c\u306a\u3044\u3067\u3059\u304c\u3001\u6570\u5b57\u306e\u753b\u50cf\u3068\u3057\u3066\u306f5\u30686\u306e\u4e2d\u9593\u306e\u3088\u3046\u306a\u66d6\u6627\u306a\u5834\u5408\u3001\u753b\u50cf\u81ea\u4f53\u306e\u8a55\u4fa1\u306f\u4f4e\u304f\u306a\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<br>\u3053\u306e\u69d8\u306b\u3001\u5206\u5e03\u7684\u306b\u306f\u554f\u984c\u306a\u304f\u3068\u3082\u3001\u753b\u50cf\u306e\u8a55\u4fa1\u306b\u76f4\u7d50\u3057\u306a\u3044\u5834\u5408\u304c\u3042\u308b\u305f\u3081\u3001\u753b\u50cf\u81ea\u4f53\u3092\u8a55\u4fa1\u3059\u308b\u65b9\u6cd5\u304c\u5fc5\u8981\u3067\u3059\u3002<br>\u3067\u306f\u3001\u3069\u306e\u69d8\u306b\u8a55\u4fa1\u3092\u3059\u308b\u306e\u304b\u3068\u3044\u3046\u3068\u3001\u751f\u6210\u3057\u305f\u753b\u50cf\u3092\u5206\u985e\u5668\u306b\u3088\u3063\u3066\u76f4\u63a5\u7684\u306b\u8a55\u4fa1\u3057\u307e\u3059\u3002\u3053\u306e\u5206\u985e\u5668\u306f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3067\u5b9f\u73fe\u3055\u308c\u3001\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u3068\u306f\u72ec\u7acb\u306b\u5b66\u7fd2\u3092\u3057\u3066\u304a\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E6%8F%90%E6%A1%88%E6%89%8B%E6%B3%95\"><\/span>\u63d0\u6848\u624b\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%9C%E3%83%AB%E3%83%84%E3%83%9E%E3%83%B3%E3%83%9E%E3%82%B7%E3%83%B3%E3%81%AE%E5%AD%A6%E7%BF%92\"><\/span>\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<p>\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u306f\u3001MNIST(\u624b\u66f8\u304d\u6570\u5b57\u753b\u50cf)\u306e5\uff5e9\u307e\u3067\u306e\u753b\u50cf\u3092\u7528\u3044\u3066\u5b66\u7fd2\u3092\u884c\u3044\u307e\u3059\u3002MNIST\u306e\u5143\u3005\u306e\u753b\u50cf\u30b5\u30a4\u30ba\u306f28&#215;28\u30d4\u30af\u30bb\u30eb\u3067\u3059\u304c\u3001D-Wave\u30de\u30b7\u30f3\u4e0a\u3067\u6271\u3046\u306b\u306f\u5927\u304d\u3059\u304e\u308b\u305f\u3081\u30018&#215;6\u30d4\u30af\u30bb\u30eb\u306b\u30ea\u30b5\u30a4\u30ba\u51e6\u7406\u3092\u3057\u3066\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u307e\u3059\u3002<br><br>\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u69cb\u9020\u3068\u3057\u3066\u306f\u3001\u5168\u7d50\u5408\u306753\u30ce\u30fc\u30c9\u306e\u3082\u306e\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u305d\u306e\u3046\u306148\u30ce\u30fc\u30c9\u306f\u30c7\u30fc\u30bf\u3092\u8868\u3059\u30ce\u30fc\u30c9\u3067\u3001\u6b8b\u308a\u306e5\u30ce\u30fc\u30c9\u306f\u3069\u306e\u6570\u5b57\u304b\u3092\u8868\u3059one-hot\u8868\u73fe\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>\u3064\u307e\u308a\u30016\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u3001\u305d\u306e5\u30ce\u30fc\u30c9\u306f(0, 1, 0, 0, 0)\u3068\u306a\u308a\u30018\u3092\u751f\u6210\u3059\u308b\u5834\u5408\u306f(0, 0, 0, 1, 0)\u3068\u30015\u30ce\u30fc\u30c9\u306e\u3046\u3061\u7279\u5b9a\u306e\u30ce\u30fc\u30c9\u306e\u307f1\u3068\u3057\u3066\u305d\u308c\u4ee5\u5916\u30920\u3068\u3059\u308b\u3053\u3068\u3067\u3069\u306e\u6570\u5b57\u304b\u3092\u64cd\u4f5c\u3057\u307e\u3059\u3002<br><br>\u5b66\u7fd2\u6642\u306b\u4f7f\u7528\u3059\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u3068\u3057\u3066\u306f\u3001\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068D-Wave\u30de\u30b7\u30f3\u306b\u3088\u308b\u3082\u306e\u3092\u4f7f\u7528\u3057\u3001\u6bd4\u8f03\u3092\u884c\u3044\u307e\u3059\u3002<br>\u5b66\u7fd2\u306b\u95a2\u3059\u308b\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-regular\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-center\" data-align=\"center\">\u30d1\u30e9\u30e1\u30fc\u30bf<\/th><th class=\"has-text-align-center\" data-align=\"center\">\u5024<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-center\" data-align=\"center\">\u30c7\u30fc\u30bf\u6570<\/td><td class=\"has-text-align-center\" data-align=\"center\">896<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba<\/td><td class=\"has-text-align-center\" data-align=\"center\">256<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u30a8\u30dd\u30c3\u30af\u6570<\/td><td class=\"has-text-align-center\" data-align=\"center\">4000<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u30a4\u30c6\u30ec\u30fc\u30b7\u30e7\u30f3\u3042\u305f\u308a\u306e\u30b5\u30f3\u30d7\u30eb\u6570<\/td><td class=\"has-text-align-center\" data-align=\"center\">200<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u6642\u9593<\/td><td class=\"has-text-align-center\" data-align=\"center\">5 \u03bcs<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u5b66\u7fd2\u7387<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.025<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">L2\u30ce\u30eb\u30e0\u6b63\u5247\u5316\u4fc2\u6570<\/td><td class=\"has-text-align-center\" data-align=\"center\">1e-5<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">\u30e2\u30fc\u30e1\u30f3\u30bf\u30e0\u4fc2\u6570<\/td><td class=\"has-text-align-center\" data-align=\"center\">0.5<\/td><\/tr><tr><td class=\"has-text-align-center\" data-align=\"center\">D-Wave\u30de\u30b7\u30f3\u306e\u30d0\u30fc\u30b8\u30e7\u30f3<\/td><td class=\"has-text-align-center\" data-align=\"center\">2000Q-5<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E8%A9%95%E4%BE%A1%E6%96%B9%E6%B3%95\"><\/span>\u8a55\u4fa1\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u8a55\u4fa1\u306f\u524d\u8ff0\u3057\u305f\u3088\u3046\u306b\u4e8b\u524d\u306b\u5b66\u7fd2\u3055\u308c\u305f\u5206\u985e\u5668\u3092\u7528\u3044\u3066\u884c\u3044\u307e\u3059\u3002<br>\u305d\u306e\u5206\u985e\u5668\u306e\u69cb\u6210\u3092\u56f31\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/NN-1024x677.jpg\" alt=\"\" class=\"wp-image-2858\" width=\"512\" height=\"339\"\/><figcaption>\u56f31. \u5206\u985e\u5668\u306e\u69cb\u6210 (<a href=\"https:\/\/doi.org\/10.1038\/s41598-021-92295-9\">https:\/\/doi.org\/10.1038\/s41598-021-92295-9<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u3053\u306e\u5206\u985e\u5668\u306b\u304a\u3044\u3066\u3001\u4ee5\u4e0b\u306e\u5f0f\u3067\u8868\u3055\u308c\u308b$R_a$\u3092\u8a55\u4fa1\u6307\u6a19\u3068\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\\begin{align}<br>R_a = \\frac{D_m}{D_t}<br>\\end{align}<\/p>\n\n\n\n<p>\u3053\u3053\u3067\u3001$D_m$\u306f\u7279\u5b9a\u306e\u6570\u5b57\u3092\u751f\u6210\u3057\u305f\u3068\u304d\u306b\u3001\u305d\u306e\u6570\u5b57\u304c\u5206\u985e\u5668\u306e\u5224\u5b9a\u3057\u305f\u6570\u5b57\u3068\u4e00\u81f4\u3057\u305f\u6570\u3001$D_t$\u306f\u751f\u6210\u753b\u50cf\u306e\u7dcf\u6570\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u753b\u50cf\u306e\u54c1\u8cea\u3092\u3069\u306e\u6570\u5b57\u3092\u8868\u3059\u304b\u3068\u3044\u3046\u6307\u6a19\u3067\u76f4\u63a5\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br><br>\u8a55\u4fa1\u6642\u306b\u306f\u3001\u5b66\u7fd2\u3068\u540c\u69d8\u306e\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3001D-Wave\u30de\u30b7\u30f3\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u52a0\u3048\u3066\u3001D-Wave\u30de\u30b7\u30f3\u304b\u30891000\u500b\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u53d6\u5f97\u3057\u3001\u305d\u306e\u5185\u30a8\u30cd\u30eb\u30ae\u30fc\u5024\u306e\u4f4e\u3044100\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3082\u4f7f\u7528\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306f\u3001\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u7d50\u679c\u304b\u3089\u8cea\u306e\u9ad8\u3044\u30b5\u30f3\u30d7\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u5206\u6563\u3092\u6291\u3048\u308b\u5f79\u5272\u304c\u3042\u308a\u307e\u3059\u3002\u306a\u306e\u3067\u3001\u5b66\u7fd2\u3068\u8a55\u4fa1\u6642\u3067\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306e\u7d44\u307f\u5408\u308f\u305b\u306f\u51686\u901a\u308a\u3068\u306a\u308a\u307e\u3059\u3002<br>\u3053\u3053\u307e\u3067\u306e\u5b9f\u9a13\u65b9\u6cd5\u3092\u307e\u3068\u3081\u308b\u3068\u56f32\u306e\u3088\u3046\u306b\u8868\u305b\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/experiment-1024x576.jpg\" alt=\"\" class=\"wp-image-2860\" width=\"512\" height=\"288\"\/><figcaption>\u56f32. \u5b9f\u9a13\u6982\u8981 (<a href=\"https:\/\/doi.org\/10.1038\/s41598-021-92295-9\">https:\/\/doi.org\/10.1038\/s41598-021-92295-9<\/a>)<\/figcaption><\/figure><\/div>\n\n\n\n<p>\u3053\u3053\u3067\u3001MCMC\u306f\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u3001QA\u304cD-Wave\u30de\u30b7\u30f3\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3001QA with low energy\u304c\u4e0a\u8ff0\u3057\u305f\u30a8\u30cd\u30eb\u30ae\u30fc\u5024\u306e\u4f4e\u3044\u3082\u306e\u3092\u7528\u3044\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u3067\u3059\u3002\u307e\u305f\u3001discriminator NN\u304c\u5206\u985e\u5668\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C\"><\/span>\u5b9f\u9a13\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%88%86%E9%A1%9E%E5%99%A8%E3%81%AE%E5%AD%A6%E7%BF%92%E7%B5%90%E6%9E%9C\"><\/span>\u5206\u985e\u5668\u306e\u5b66\u7fd2\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u306f\u3058\u3081\u306b\u3001\u5206\u985e\u5668\u3092\u5b66\u7fd2\u3057\u305f\u7d50\u679c\u306b\u3064\u3044\u3066\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\">\n    <figure class=\"aligncenter\">\n        <div class=\"wp-block-columns\" style=\"margin:0\">\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter size-large\"><img decoding=\"async\"\n                            src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/disc_train_loss-1024x696.png\"\n                            alt=\"\" class=\"wp-image-2891\" \/>\n                        <figcaption>A. \u8a13\u7df4\u8aa4\u5dee\u3068\u691c\u8a3c\u8aa4\u5dee<\/figcaption>\n                    <\/figure>\n                <\/div>\n            <\/div>\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter size-large\"><img decoding=\"async\"\n                            src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/disc_acc-1024x683.png\"\n                            alt=\"\" class=\"wp-image-2892\" \/>\n                        <figcaption>B. \u5206\u985e\u7cbe\u5ea6<\/figcaption>\n                    <\/figure>\n                <\/div>\n            <\/div>\n        <\/div>\n        <figcaption>\n            \u56f33. \u5206\u985e\u5668\u306e\u5b66\u7fd2\u7d50\u679c(<a\n                href=\"https:\/\/doi.org\/10.1038\/s41598-021-92295-9\">https:\/\/doi.org\/10.1038\/s41598-021-92295-9<\/a>\n            <\/li>\n            <\/ul>)\n        <\/figcaption>\n    <\/figure>\n<\/div>\n\n\n\n<p>\u3053\u3053\u3067\u3001\u5b9f\u7dda\u304c\u8a13\u7df4\u30c7\u30fc\u30bf\u3001\u6ce2\u7dda\u304c\u691c\u8a3c\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u3082\u306e\u306b\u306a\u308a\u307e\u3059\u3002\u56f33A\u3088\u308a\u3001\u8a13\u7df4\u8aa4\u5dee\u3068\u691c\u8a3c\u8aa4\u5dee\u306e\u5dee\u7570\u304c\u5c0f\u3055\u304f\u6c4e\u5316\u6027\u80fd\u304c\u3042\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u56f33B\u3092\u898b\u308b\u3068\u691c\u8a3c\u30c7\u30fc\u30bf\u306b\u3064\u3044\u3066\u7d0498%\u7a0b\u5ea6\u306e\u5206\u985e\u7cbe\u5ea6\u304c\u3042\u308b\u305f\u3081\u3001\u753b\u50cf\u306e\u8a55\u4fa1\u306b\u4f7f\u7528\u3059\u308b\u4e0a\u3067\u5341\u5206\u306a\u6027\u80fd\u304c\u3042\u308b\u3068\u3044\u3048\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%83%9C%E3%83%AB%E3%83%84%E3%83%9E%E3%83%B3%E3%83%9E%E3%82%B7%E3%83%B3%E3%81%AE%E5%AD%A6%E7%BF%92%E3%83%BB%E8%A9%95%E4%BE%A1%E7%B5%90%E6%9E%9C\"><\/span>\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>\u5404\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u5bfe\u3057\u3066\u306e\u8a55\u4fa1\u6307\u6a19$R_a$\u306e\u30a8\u30dd\u30c3\u30af\u6bce\u306e\u63a8\u79fb\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\">\n    <figure class=\"aligncenter\">\n        <div class=\"wp-block-columns\" style=\"margin:0\">\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/agreement_rate_sampleQA-1024x703.png\" alt=\"\" class=\"wp-image-2893\"><figcaption>A. QA\u3067\u751f\u6210\u3057\u305f\u5834\u5408\u306e\u8a55\u4fa1\u6307\u6a19<\/figcaption><\/figure>\n                <\/div>\n            <\/div>\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/agreement_rate_sampleQAtop-1024x703.png\" alt=\"\" class=\"wp-image-2894\"><figcaption>B. QA with low energy\u3067<br>\u751f\u6210\u3057\u305f\u5834\u5408\u306e\u8a55\u4fa1\u6307\u6a19<\/figcaption><\/figure>\n                <\/div>\n            <\/div>\n        <\/div>\n        <div class=\"wp-block-columns\" style=\"margin:0\">\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/agreement_rate_sampleMCMC20010-1024x703.png\" alt=\"\" class=\"wp-image-2896\"><figcaption>C. MCMC(200, 10)\u3067\u751f\u6210\u3057\u305f\u5834\u5408\u306e\u8a55\u4fa1\u6307\u6a19<\/figcaption><\/figure>                \n                <\/div>\n            <\/div>\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/agreement_rate_sampleMCMC100050-1024x703.png\" alt=\"\" class=\"wp-image-2897\"><figcaption>D. MCMC(1000, 50)\u3067\u751f\u6210\u3057\u305f\u5834\u5408\u306e\u8a55\u4fa1\u6307\u6a19<\/figcaption><\/figure>\n                <\/div>\n            <\/div>\n        <\/div>\n        <figcaption>\n            \u56f34. \u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u30fb\u8a55\u4fa1\u7d50\u679c (https:\/\/doi.org\/10.1038\/s41598-021-92295-9)\n        <\/figcaption>\n    <\/figure>\n<\/div>\n\n\n\n<p>\u3053\u3053\u3067\u3001\u56f3\u306e\u4e0b\u306e\u8868\u8a18\u304c\u751f\u6210\u6642\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u8868\u5185\u306e\u51e1\u4f8b\u306b\u793a\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u8a13\u7df4\u6642\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001MCMC\u306e\u3042\u3068\u306e\u6570\u5024\u306f\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u5b9f\u884c\u3059\u308b\u969b\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3067\u3042\u308bburn-in\u3068\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u9593\u9694\u306e\u5024\u3067\u3059\u3002<br>\u7d50\u679c\u304b\u3089\u3001\u8a13\u7df4\u306bMCMC\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u306f\u3001QA\u3092\u4f7f\u7528\u3057\u305f\u5834\u5408\u306b\u6bd4\u307910%\u7a0b\u5ea6\u8a55\u4fa1\u6307\u6a19\u306e\u5024\u304c\u5c0f\u3055\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u8a13\u7df4\u6642MCMC\u3001\u751f\u6210\u6642QA\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u306f\u904e\u5b66\u7fd2\u3092\u8d77\u3053\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<br><br>\u5b9f\u969b\u306e\u751f\u6210\u7d50\u679c\u3068\u3057\u3066\u3001QA with low energy\u3067\u751f\u6210\u3057\u305f\u7d50\u679c\u3092\u793a\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u3001\u8272\u304c\u4ed8\u3044\u3066\u3044\u308b\u7d50\u679c\u306f\u5206\u985e\u5668\u3068\u306e\u7d50\u679c\u304c\u4e00\u81f4\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u751f\u6210\u7d50\u679c\u3088\u308aQA\u3067\u5b66\u7fd2\u3057\u305f\u307b\u3046\u304c\u54c1\u8cea\u306f\u9ad8\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\">\n    <figure class=\"aligncenter\">\n        <div class=\"wp-block-columns\" style=\"margin:0\">\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/QA_QA_low.png\" alt=\"\" class=\"wp-image-2898\"><figcaption>A. QA\u3067\u5b66\u7fd2\u3057\u305f\u5834\u5408\u306e\u751f\u6210\u753b\u50cf<\/figcaption><\/figure>\n                <\/div>\n            <\/div>\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/MCMC_QA_low.png\" alt=\"\" class=\"wp-image-2899\"><figcaption>B. MCMC(200, 10)\u3067\u5b66\u7fd2\u3057\u305f\u5834\u5408\u306e\u751f\u6210\u753b\u50cf<\/figcaption><\/figure>\n                <\/div>\n            <\/div>\n        <\/div>\n        <figcaption>\n            \u56f35. \u751f\u6210\u753b\u50cf(https:\/\/doi.org\/10.1038\/s41598-021-92295-9)\n        <\/figcaption>\n    <\/figure>\n<\/div>\n\n\n\n<p>\u3053\u3053\u307e\u3067\u306e\u7d50\u679c\u3092\u307e\u3068\u3081\u308b\u3068\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u751f\u6210\u6642\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306b\u9650\u3089\u305a\u3001QA\u3092\u5b66\u7fd2\u306b\u7528\u3044\u305f\u7d50\u679c\u306e\u65b9\u304c\u512a\u308c\u3066\u3044\u308b<\/li><li>\u751f\u6210\u6642\u306fMCMC\u6cd5\u3092\u7528\u3044\u305f\u65b9\u304c\u8a55\u4fa1\u6307\u6a19\u306e\u5024\u304c\u5b89\u5b9a\u3057\u3066\u304a\u308a\u3001QA\u306b\u5bfe\u3057\u3066\u9ad8\u3044\u5024\u3068\u306a\u3063\u3066\u3044\u308b<\/li><\/ul>\n\n\n\n<p>\u3088\u3063\u3066\u3001\u5b66\u7fd2\u306b\u306fQA\u3001\u751f\u6210\u306b\u306fMCMC\u3092\u7528\u3044\u305f\u7d50\u679c\u304c\u826f\u3044\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E9%87%8F%E5%AD%90%E5%8A%B9%E6%9E%9C%E3%81%AE%E6%A4%9C%E8%A8%BC\"><\/span>\u91cf\u5b50\u52b9\u679c\u306e\u691c\u8a3c<span class=\"ez-toc-section-end\"><\/span><\/h4>\n\n\n\n<p>QA\u3092\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2\u306b\u7528\u3044\u308b\u3053\u3068\u3067\u904e\u5b66\u7fd2\u3092\u6291\u3048\u3089\u308c\u3001\u6027\u80fd\u304c\u5411\u4e0a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u91cf\u5b50\u52b9\u679c\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u3001\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5(QMC)\u306b\u3088\u308b\u5b9f\u9a13\u3092\u3057\u307e\u3059\u3002<br><br>D-Wave\u30de\u30b7\u30f3\u306b\u3088\u308bQA\u3067\u306f\u8a08\u7b97\u904e\u7a0b\u306e\u6a2a\u78c1\u5834\u304c\u82e5\u5e72\u6b8b\u3063\u305f\u72b6\u614b\u3067\u30dc\u30eb\u30c4\u30de\u30f3\u5206\u5e03\u306b\u5f93\u3046\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u672c\u6765\u3067\u3042\u308c\u3070\u6a2a\u78c1\u5834\u306e\u5f37\u3055\u3092\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u9032\u3080\u306b\u5fdc\u3058\u3066\u5f31\u3081\u3001\u6700\u7d42\u7684\u306b0\u3068\u3059\u308b\u3053\u3068\u3067\u89e3\u3092\u53ce\u675f\u3055\u305b\u308bQMC\u3067\u3059\u304c\u3001\u6a2a\u78c1\u5834\u304c\u6b8b\u308b\u3053\u3068\u306b\u3088\u308b\u5f71\u97ff\u3092\u8abf\u3079\u308b\u305f\u3081\u306b\u6a2a\u78c1\u5834\u3092\u56fa\u5b9a\u3057\u3066QMC\u306b\u3088\u308b\u751f\u6210\u3092\u884c\u3044\u307e\u3059\u3002<br>\u3053\u3053\u3067\u3001\u6a2a\u78c1\u5834\u306e\u5f37\u3055\u306f\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u306e\u8aac\u660e\u3067\u51fa\u3066\u304d\u305f\u5f0f\u306b\u304a\u3051\u308b$\\Gamma$\u304c\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u305d\u306e\u5024\u306e\u5909\u5316\u306b\u4f34\u3046\u8a55\u4fa1\u6307\u6a19\u306e\u63a8\u79fb\u3092\u89b3\u5bdf\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u524d\u7bc0\u3068\u540c\u69d8\u306b\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u3092QA\u3068MCMC(1000, 50)\u3067\u5b66\u7fd2\u3057\u3001\u751f\u6210\u6642\u306b\u306f\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u3092\u7528\u3044\u3066\u5b9f\u9a13\u3092\u884c\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u6a2a\u78c1\u5834\u306e\u5f37\u5ea6\u3092gamma($\\Gamma$) = 0.1\u30010.3\u30010.5\u30011.0\u3068\u56fa\u5b9a\u3057\u3001\u8a55\u4fa1\u6307\u6a19\u306e\u5024\u3092\u89b3\u5bdf\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b66\u7fd2\u6642\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u3054\u3068\u306e\u8a55\u4fa1\u6307\u6a19\u306e\u63a8\u79fb\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\">\n    <figure class=\"aligncenter\">\n        <div class=\"wp-block-columns\" style=\"margin:0\">\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/agreement_rate_LearningQAsampleQMC-1024x703.png\" alt=\"\" class=\"wp-image-2900\"><figcaption>A. QA\u3067\u5b66\u7fd2\u3057\u305f\u5834\u5408<\/figcaption><\/figure>\n                <\/div>\n            <\/div>\n            <div class=\"wp-block-column\" style=\"margin:0\">\n                <div class=\"wp-block-image\" style=\"margin:0\">\n                    <figure class=\"aligncenter\"><img decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/agreement_rate_LearningMCMC100050sampleQMC-1024x703.png\" alt=\"\" class=\"wp-image-2901\"><figcaption>B. MCMC(1000, 50)\u3067\u5b66\u7fd2\u3057\u305f\u5834\u5408<\/figcaption><\/figure>\n                <\/div>\n            <\/div>\n        <\/div>\n        <figcaption>\n            \u56f36. \u6a2a\u78c1\u5834\u306e\u5f37\u3055\u3068\u5b66\u7fd2\u6027\u80fd\u306e\u95a2\u4fc2 (<a href=\"https:\/\/doi.org\/10.1038\/s41598-021-92295-9\">https:\/\/doi.org\/10.1038\/s41598-021-92295-9<\/a>)\n        <\/figcaption>\n    <\/figure>\n<\/div>\n\n\n\n<p>\u307e\u305a\u3001\u5b66\u7fd2\u6642\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u306b\u3088\u3063\u3066\u3001\u6a2a\u78c1\u5834\u306e\u5f71\u97ff\u304c\u7570\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u898b\u3066\u53d6\u308c\u307e\u3059\u3002QA\u3067\u5b66\u7fd2\u3057\u305f\u5834\u5408\u3067\u306f\u3001\u6a2a\u78c1\u5834\u306e\u5f71\u97ff\u306b\u9650\u3089\u305a\u8a55\u4fa1\u6307\u6a19\u306e\u5024\u306f1.0\u4ed8\u8fd1\u306b\u53ce\u675f\u3057\u3066\u3044\u307e\u3059\u304c\u3001gamma=0.3\u4ee5\u4e0a\u306e\u30b0\u30e9\u30d5\u306e\u65b9\u304c\u5b89\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001MCMC\u3067\u5b66\u7fd2\u3057\u305f\u5834\u5408\u3067\u306f\u3001gamma=0.3\u4ee5\u4e0a\u3067\u904e\u5b66\u7fd2\u3092\u8d77\u3053\u3057\u3066\u304a\u308a\u3001\u7d42\u76e4\u306f\u8a55\u4fa1\u6307\u6a19\u306e\u5024\u304c\u6e1b\u5c11\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3053\u3068\u304b\u3089\u3001\u6027\u80fd\u5411\u4e0a\u306e\u305f\u3081\u306b\u306f\u6a2a\u78c1\u5834\u3092\u9069\u5ea6\u306b\u304b\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<br>\u307e\u305f\u3001\u524d\u7bc0\u306eD-Wave\u30de\u30b7\u30f3\u3067\u751f\u6210\u3057\u305f\u7d50\u679c\u3068\u6bd4\u3079\u8a55\u4fa1\u6307\u6a19\u306e\u5024\u304c\u5411\u4e0a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u91cf\u5b50\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5\u306b\u306f\u306a\u3044D-Wave\u30de\u30b7\u30f3\u81ea\u4f53\u306e\u8981\u56e0\u306a\u3069\u306b\u3088\u308a\u3001\u6027\u80fd\u304c\u4e0b\u304c\u3063\u3066\u3057\u307e\u3046\u3053\u3068\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E7%B5%90%E8%AB%96\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>QA\u3067\u5b66\u7fd2\u3057\u305f\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u751f\u6210\u7d50\u679c\u306f\u3001\u53e4\u5178\u624b\u6cd5(MCMC)\u3067\u5b66\u7fd2\u3057\u305f\u3082\u306e\u3068\u6bd4\u8f03\u3057\u3066\u3001\u54c1\u8cea\u306e\u9ad8\u3044\u753b\u50cf\u3092\u751f\u6210\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3057\u305f\u3002<br>\u5b66\u7fd2\u306b\u304a\u3044\u3066\u306f\u3001QA\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u30e2\u30c7\u30eb\u306e\u904e\u5b66\u7fd2\u3092\u6291\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u3001\u6027\u80fd\u5411\u4e0a\u3092\u56f3\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<br>\u307e\u305f\u3001\u6a2a\u78c1\u5834\u306e\u5f71\u97ff\u3092\u691c\u8a3c\u3059\u308b\u3053\u3068\u3067\u3001\u9069\u5ea6\u306a\u6a2a\u78c1\u5834\u304c\u6027\u80fd\u5411\u4e0a\u306b\u5bc4\u4e0e\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\"><\/span>\u53c2\u8003\u6587\u732e<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>[1] \u6df1\u5c64\u5b66\u7fd2, \u5ca1\u8c37\u8cb4\u4e4b, 2015<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\"><\/span>\u3042\u3068\u304c\u304d<span 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