{"id":7889,"date":"2026-03-25T23:31:33","date_gmt":"2026-03-25T14:31:33","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=7889"},"modified":"2026-03-25T23:31:33","modified_gmt":"2026-03-25T14:31:33","slug":"d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/","title":{"rendered":"D-Wave\u91cf\u5b50\u30a2\u30cb\u30fc\u30e9\u30fc\u3092\u7528\u3044\u305f\u5236\u9650\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_83 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\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%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\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%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\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E8%83%8C%E6%99%AF\" >\u80cc\u666f<\/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\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#RBM%E3%81%A8%E3%81%AF\" >RBM\u3068\u306f<\/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\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%88%B6%E9%99%90%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\" >\u5236\u9650\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E6%89%8B%E6%B3%95%E2%91%A0_CD%E3%81%AB%E3%82%88%E3%82%8B%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\" >\u624b\u6cd5\u2460 CD\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E6%89%8B%E6%B3%95%E2%91%A1_QA%E3%82%92%E7%94%A8%E3%81%84%E3%81%9F%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\" >\u624b\u6cd5\u2461 QA\u3092\u7528\u3044\u305f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%AE%9F%E9%A8%93%E6%89%8B%E6%B3%95\" >\u5b9f\u9a13\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-9\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%AE%9F%E9%A8%93%E2%91%A0%E3%80%80%E7%94%BB%E5%83%8F%E5%88%86%E9%A1%9E\" >\u5b9f\u9a13\u2460\u3000\u753b\u50cf\u5206\u985e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%AE%9F%E9%A8%93%E2%91%A1%E3%80%80%E7%94%BB%E5%83%8F%E5%86%8D%E6%A7%8B%E6%88%90\" >\u5b9f\u9a13\u2461\u3000\u753b\u50cf\u518d\u69cb\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%AE%9F%E9%A8%93%E2%91%A2%E3%80%80%E5%AF%BE%E6%95%B0%E5%B0%A4%E5%BA%A6\" >\u5b9f\u9a13\u2462\u3000\u5bfe\u6570\u5c24\u5ea6<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E7%B5%90%E6%9E%9C\" >\u7d50\u679c<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C%E2%91%A0%E3%80%80%E7%94%BB%E5%83%8F%E5%88%86%E9%A1%9E\" >\u5b9f\u9a13\u7d50\u679c\u2460\u3000\u753b\u50cf\u5206\u985e<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C%E2%91%A1%E3%80%80%E7%94%BB%E5%83%8F%E5%86%8D%E6%A7%8B%E6%88%90\" >\u5b9f\u9a13\u7d50\u679c\u2461\u3000\u753b\u50cf\u518d\u69cb\u6210<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C%E2%91%A2%E3%80%80%E5%AF%BE%E6%95%B0%E5%B0%A4%E5%BA%A6\" >\u5b9f\u9a13\u7d50\u679c\u2462\u3000\u5bfe\u6570\u5c24\u5ea6<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%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-17\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%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%82%E3%81%A8%E3%81%8C%E3%81%8D\" >\u3042\u3068\u304c\u304d<\/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\/2026\/03\/25\/d-wave%e9%87%8f%e5%ad%90%e3%82%a2%e3%83%8b%e3%83%bc%e3%83%a9%e3%83%bc%e3%82%92%e7%94%a8%e3%81%84%e3%81%9f%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/#%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E4%BD%9C%E6%88%90%E8%80%85\" >\u672c\u8a18\u4e8b\u306e\u4f5c\u6210\u8005<\/a><\/li><\/ul><\/nav><\/div>\n<h2><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<ul>\n<li>\u30bf\u30a4\u30c8\u30eb\uff1aTraining Restricted Boltzmann Machines With a D-Wave Quantum Annealer<\/li>\n<li>\u8457\u8005\uff1aVivek Dixit, Raja Selvarajan, Muhammad A. Alam, Travis S. Humble and Sabre Kais\\<\/li>\n<li>DOI\uff1ahttps:\/\/doi.org\/10.3389\/fphy.2021.589626<\/li>\n<li>\u51fa\u7248\u5e74\uff1a2021<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A6%82%E8%A6%81\"><\/span>\u6982\u8981<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5236\u9650\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3(RBM)\u306f\u3001\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u3072\u3068\u3064\u3067\u3059\u3002RBM\u306b\u306f\u53ef\u8996\u5c64\u3068\u96a0\u308c\u5c64\u3068\u3044\u3046\u3082\u306e\u304c\u3042\u308a\u3001\u540c\u3058\u5c64\u540c\u58eb\u3067\u306f\u7d50\u5408\u3057\u306a\u3044\u306e\u304c\u7279\u5fb4\u7684\u3067\u3059\u3002\u901a\u5e38\u3001RBM\u3092\u5b66\u7fd2\u3059\u308b\u969b\u3001\u30ce\u30fc\u30c9(\u5c64\u306e\u8981\u7d20\u6570)\u304c\u591a\u3044\u3068\u8a08\u7b97\u91cf\u304c\u5897\u3048\u3066\u3057\u307e\u3046\u305f\u3081\u3001\u30b3\u30f3\u30b9\u30c8\u30e9\u30af\u30c6\u30a3\u30d6\u30fb\u30c0\u30a4\u30d0\u30fc\u30b8\u30a7\u30f3\u30b9(CD)\u3068\u3044\u3046\u624b\u6cd5\u3067\u8fd1\u4f3c\u7684\u306b\u5b66\u7fd2\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5225\u306e\u624b\u6cd5\u3068\u3057\u3066\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0(QA)\u306e\u6027\u8cea\u3092\u5229\u7528\u3057\u3001\u305d\u306e\u51fa\u529b\u5024\u304b\u3089\u5b66\u7fd2\u3059\u308b\u624b\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u8ad6\u6587\u3067\u306f\u3001CD\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u3068QA\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u3092\u4f7f\u3063\u3066\u3001\u753b\u50cf\u5206\u985e\u3001\u753b\u50cf\u518d\u69cb\u6210\u3001\u5bfe\u6570\u5c24\u5ea6\u306e\u7cbe\u5ea6\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002\u7d50\u679c\u3068\u3057\u3066\u3001\u753b\u50cf\u5206\u985e\u3067\u306f\u3001QA\u306fCD\u3068\u540c\u7b49\u306e\u6b63\u89e3\u7387\u304c\u5f97\u3089\u308c\u307e\u3057\u305f\u304c\u3001\u753b\u50cf\u518d\u69cb\u6210\u3068\u5bfe\u6570\u5c24\u5ea6\u3067\u306f\u3001CD\u306e\u65b9\u304c\u826f\u3044\u7d50\u679c\u304c\u5f97\u3089\u308c\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3057\u305f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E8%83%8C%E6%99%AF\"><\/span>\u80cc\u666f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"RBM%E3%81%A8%E3%81%AF\"><\/span>RBM\u3068\u306f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>RBM\u306f\u3001\u3042\u308b\u30c7\u30fc\u30bf(\u753b\u50cf\u3001\u97f3\u58f0\u306a\u3069)\u304c\u751f\u307f\u51fa\u3055\u308c\u308b\u7d4c\u9a13\u5206\u5e03\u3092\u6a21\u5023\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u307e\u3059\u3002\u7d4c\u9a13\u5206\u5e03$\ud835\udc5d_0(\ud835\udc63)$\u306f\u5f0f(1)\u3067\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\np_0(X) = \\frac{1}{N} \\sum_{i=1}^N \\delta(X &#8211; X_i) \\tag{1}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u30c7\u30eb\u30bf\u95a2\u6570\u3067\u8868\u73fe\u3055\u308c\u3001$N$\u500b\u306e\u30c7\u30fc\u30bf\u306e\u3046\u3061\u3001\u8a72\u5f53\u3059\u308b\u30c7\u30fc\u30bf\u5024$X$\u304c\u5165\u529b\u3055\u308c\u308b\u3068\u305d\u306e\u78ba\u7387\u3092\u51fa\u529b\u3057\u307e\u3059\u3002<br \/>\n\u6b21\u306b\u3001RBM\u306e\u5177\u4f53\u7684\u306a\u69cb\u9020\u3092\u56f31\u306b\u793a\u3057\u307e\u3059\u3002RBM\u306f\u30ce\u30fc\u30c9\u306b0\u304b1\u306e\u5024\u3092\u6301\u3064\u3001\u53ef\u8996\u5c64$\\vec{v}$\u3068\u96a0\u308c\u5c64$\\vec{h}$\u3067\u69cb\u6210\u3055\u308c\u3001\u305d\u308c\u305e\u308c\u306b\u30d0\u30a4\u30a2\u30b9$\\vec{b}$\u3001$\\vec{c}$\u304c\u52a0\u5473\u3055\u308c\u307e\u3059\u30022\u5c64\u9593\u306f\u91cd\u307f$W$\u3067\u7d50\u5408\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u540c\u3058\u5c64\u540c\u58eb\u3067\u306f\u7d50\u5408\u3057\u307e\u305b\u3093\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/RBM_overview-1.png\" alt=\"\" width=\"311\" height=\"217\" class=\"aligncenter wp-image-8729\" srcset=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/RBM_overview-1.png 1659w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/RBM_overview-1-300x210.png 300w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/RBM_overview-1-1024x715.png 1024w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/RBM_overview-1-768x537.png 768w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/RBM_overview-1-1536x1073.png 1536w\" sizes=\"auto, (max-width: 311px) 100vw, 311px\" \/><\/p>\n<figure style=\"text-align: center;\"><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f31:RBM\u306e\u69cb\u9020<\/figcaption><\/figure>\n<p>RBM\u3092\u5f0f\u3067\u8868\u3059\u3068\u5f0f(2)\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n$$<br \/>\n\\begin{align*}<br \/>\nq_\\theta(v, h) = \\frac{1}{Z(\\theta)}e^{-E_\\theta(v, h)} \\tag{2}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nE_\\theta(v, h) &amp;= &#8211; \\sum_{i=1}^{n} \\sum_{j=1}^{m} w_{ij}v_ih_j &#8211; \\sum_{i=1}^{n} b_iv_i &#8211; \\sum_{j=1}^{m} c_jh_j \\\\ &amp;= &#8211; v^\\mathrm{T}Wh &#8211; b^\\mathrm{T}v &#8211; c^\\mathrm{T}h \\tag{3}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nZ(\\theta) = \\sum_{v, h} e^{- E_{\\theta}(v, h)} \\tag{4}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<ul>\n<li style=\"text-align: left;\">$w_{ij}$ : $i$\u756a\u76ee\u306e\u53ef\u8996\u5c64\u3068$j$\u756a\u76ee\u306e\u96a0\u308c\u5c64\u3092\u7d50\u5408\u3059\u308b\u91cd\u307f<\/li>\n<li style=\"text-align: left;\">$v_i$ : $i$\u756a\u76ee\u306e\u53ef\u8996\u5c64\u306e\u5024(0 or 1)<\/li>\n<li style=\"text-align: left;\">$h_j$ : $j$\u756a\u76ee\u306e\u96a0\u308c\u5c64\u306e\u5024(0 or 1)<\/li>\n<li style=\"text-align: left;\">$b_i$ : $i$\u756a\u76ee\u306e\u53ef\u8996\u5c64\u306e\u30d0\u30a4\u30a2\u30b9<\/li>\n<li style=\"text-align: left;\">$c_j$ : $j$\u756a\u76ee\u306e\u96a0\u308c\u5c64\u306e\u30d0\u30a4\u30a2\u30b9<\/li>\n<\/ul>\n<p>$q_\\theta(v, h)$ \u306fRBM\u3067\u6a21\u5023\u3059\u308b\u78ba\u7387\u5206\u5e03\u3067\u3042\u308a\u3001$E_\\theta(v, h)$ \u306f\u30a8\u30cd\u30eb\u30ae\u30fc\u3001$Z(\\theta)$ \u306f\u5206\u914d\u95a2\u6570(\u898f\u683c\u5316\u5b9a\u6570)\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u307e\u305f\u3001\u5909\u6570$\\theta$\u306f\u3001\u91cd\u307f$W \\equiv (w_{11}, w_{12}, \\cdots, w_{ij}, \\cdots, w_{nm})$\u3001\u53ef\u8996\u5c64\u306e\u30d0\u30a4\u30a2\u30b9$\\vec{b} \\equiv (b_1, \\cdots, b_i, \\cdots, b_n)$\u3001\u96a0\u308c\u5c64\u306e\u30d0\u30a4\u30a2\u30b9$\\vec{c} \\equiv (c_1, \\cdots, c_j, \\cdots, c_m)$\u3092\u8868\u3057\u307e\u3059\u3002<\/p>\n<p>\u5206\u914d\u95a2\u6570\u306f\u3001\u53ef\u8996\u5c64\u3068\u96a0\u308c\u5c64\u306e\u5024\u306e\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u8a08\u7b97\u3057\u305f\u7dcf\u548c\u3067\u3042\u308b\u305f\u3081\u3001\u30ce\u30fc\u30c9\u304c\u5897\u3048\u308b\u3068\u6307\u6570\u95a2\u6570\u7684\u306b\u8a08\u7b97\u91cf\u304c\u5897\u3048\u3066\u3044\u304d\u307e\u3059\u3002\u7406\u7531\u306b\u3064\u3044\u3066\u306f\u5f8c\u8ff0\u3057\u307e\u3059\u304c\u3001RBM\u3092\u5b66\u7fd2\u3059\u308b\u969b\u3001\u3053\u306e\u5206\u914d\u95a2\u6570\u306e\u8a08\u7b97\u304c\u56f0\u96e3\u3067\u3042\u308b\u305f\u3081\u3001\u8fd1\u4f3c\u7684\u306a\u8a08\u7b97\u624b\u6cd5\u304c\u63d0\u6848\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%88%B6%E9%99%90%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>\u5236\u9650\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u306e\u5b66\u7fd2<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>RBM\u306e\u5b66\u7fd2\u65b9\u6cd5\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u5225\u8a18\u4e8b\u300c<a href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2026\/03\/25\/%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%a8%e5%88%b6%e9%99%90%e3%83%9c%e3%83%ab%e3%83%84%e3%83%9e%e3%83%b3%e3%83%9e%e3%82%b7%e3%83%b3\/\">\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3\u3068\u5236\u9650\u30dc\u30eb\u30c4\u30de\u30f3\u30de\u30b7\u30f3<\/a>\u300d\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001RBM\u306e\u5b66\u7fd2\u65b9\u6cd5\u306b\u3064\u3044\u3066\u7c21\u6f54\u306b\u8aac\u660e\u3057\u307e\u3059\u3002RBM\u306e\u5b66\u7fd2\u306e\u6307\u6a19\u306b\u306f\u3001Kellback-Leibler\u60c5\u5831\u91cf(KL\u60c5\u5831\u91cf)\u3092\u4f7f\u3044\u307e\u3059\u3002KL\u60c5\u5831\u91cf\u306f\u3001RBM\u306e\u78ba\u7387\u5206\u5e03$\ud835\udc5e_\ud835\udf03(\ud835\udc63)$\u3068\u7d4c\u9a13\u5206\u5e03$\ud835\udc5d_0(\ud835\udc63)$\u304c\u3069\u306e\u304f\u3089\u3044\u8fd1\u3044\u304b\u8a55\u4fa1\u3057\u307e\u3059\u3002\u4e8c\u3064\u306e\u78ba\u7387\u5206\u5e03\u304c\u8fd1\u3065\u304f\u307b\u3069\u3001KL\u60c5\u5831\u91cf\u306f\u5c0f\u3055\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nKL(p_0(v) || q_\\theta(v)) &amp;= \\sum_v p_0(v) \\log \\frac{p_0(v)}{q_\\theta(v)} \\\\ &amp;= \\sum_v [p_0(v) \\log p_0(v) &#8211; p_0(v) \\log q_\\theta(v)] \\\\<br \/>\n&amp;= \\mathbb{E}_{p_0(v)}[\\log p_0(v)] &#8211; \\mathbb{E}_{p_0(v)}[\\log q_\\theta(v)] \\tag{5}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u3053\u3053\u3067\u5909\u6570$\\theta$\u3092\u542b\u3080\u9805\u306f$\\mathbb{E}_{p_0(v)}[\\log q_\\theta(v)]$\u306e\u307f\u3067\u3042\u308a\u3001\u3053\u306e\u9805\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u306b\u3088\u308aKL\u60c5\u5831\u91cf\u3092\u6700\u5c0f\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u3053\u3067\u3001KL\u60c5\u5831\u91cf\u306e\u5909\u6570$\\theta$\u3092\u542b\u3080\u9805\u3092<br \/>\n$$<br \/>\nL = \\mathbb{E}_{p_0(v)}[\\log q_\\theta(v)] \\tag{6}<br \/>\n$$<br \/>\n\u3068\u7f6e\u304d\u3001$L$\u3092\u6700\u5927\u306b\u3057\u3066RBM\u306e\u78ba\u7387\u5206\u5e03$q_\\theta(v)$\u304c\u7d4c\u9a13\u5206\u5e03$p_0(v)$\u306b\u8fd1\u3065\u304f\u3088\u3046\u306b\u52fe\u914d\u964d\u4e0b\u6cd5\u3067\u5b66\u7fd2\u3057\u3066\u3044\u304d\u307e\u3059\u3002\u52fe\u914d\u964d\u4e0b\u6cd5\u306f\u3001\u4ee5\u4e0b\u306e\u5f0f\u3067\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n\\theta \\leftarrow \\theta &#8211; \\eta \\frac{\\partial L}{\\partial \\theta} \\tag{7}<br \/>\n\\end{align*}<br \/>\n$$<br \/>\n$\\eta$\u306f\u5b66\u7fd2\u7387\u3067\u3001$L$\u306e\u52fe\u914d\u3092\u8a08\u7b97\u3057\u5909\u6570$\\theta$\u3092\u66f4\u65b0\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u3001$L$\u3092\u6700\u5927\u306b\u3059\u308b$\\theta$\u3092\u3082\u3068\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u7d4c\u9a13\u5206\u5e03\u306e\u5f0f(1)\u3092\u7528\u3044\u3066\u3001$\\frac{\\partial L}{\\partial \\theta}$\u306f\u4ee5\u4e0b\u306e\u5f0f\u3067\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n-\\frac{\\partial L}{\\partial \\theta} &amp;= \\mathbb{E}_{p_0(v)}[\\mathbb{E}_{q_\\theta(h|v)}[\\frac{\\partial E_\\theta(v, h)}{\\partial \\theta}]] &#8211; \\mathbb{E}_{q_\\theta(v, h)}[\\frac{\\partial E_\\theta(v, h)}{\\partial \\theta}] \\\\<br \/>\n&amp;= \\frac{1}{N} \\sum_{k=1}^{N}\\mathbb{E}_{q_\\theta(h|v^{(k)})}[\\frac{\\partial E_\\theta(v^{(k)}, h)}{\\partial \\theta}] &#8211; \\mathbb{E}_{q_\\theta(v, h)}[\\frac{\\partial E_\\theta(v, h)}{\\partial \\theta}] \\tag{8}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u3053\u306e\u5f0f\u306e\u4e00\u9805\u76ee\u306f\u3001\u7d4c\u9a13\u5206\u5e03\u306e\u30c7\u30fc\u30bf\u306b\u95a2\u3059\u308b\u5e73\u5747\u3067\u3001\u30dd\u30b8\u30c6\u30a3\u30d6\u30d5\u30a7\u30fc\u30ba\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u4e00\u65b9\u3001\u4e8c\u9805\u76ee\u306fRBM\u306e\u78ba\u7387\u5206\u5e03\u306b\u95a2\u3059\u308b\u5e73\u5747\u3067\u30cd\u30ac\u30c6\u30a3\u30d6\u30d5\u30a7\u30fc\u30ba\u3068\u547c\u3070\u308c\u307e\u3059\u3002\u5909\u6570$\\theta$\u3092\u5404\u7a2e\u306e\u30d1\u30e9\u30e1\u30fc\u30bf(\u91cd\u307f$W$\u3001\u30d0\u30a4\u30a2\u30b9$\\vec{b}$\u3001$\\vec{c}$)\u306b\u95a2\u3057\u3066\u8868\u3059\u3068\u4ee5\u4e0b\u306e\u5f0f\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n-\\frac{\\partial L}{\\partial w_{ij}} = \\frac{1}{N} \\sum_{k=1}^{N}v_i^{(k)}\\sigma(\\lambda_j^{(k)}) &#8211; \\mathbb{E}_{q_\\theta(v, h)}[v_ih_j] \\tag{9}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n-\\frac{\\partial L}{\\partial b_i} = \\frac{1}{N} \\sum_{k=1}^{N}v_i^{(k)} &#8211; \\mathbb{E}_{q_\\theta(v, h)}[h_j] \\tag{10}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\n-\\frac{\\partial L}{\\partial c_j} = \\frac{1}{N} \\sum_{k=1}^{N}\\sigma(\\lambda_j^{(k)}) &#8211; \\mathbb{E}_{q_\\theta(v, h)}[h_j] \\tag{11}<br \/>\n\\end{align*}<br \/>\n$$<br \/>\n\u305f\u3060\u3057\u3001$\\sigma(x) = \\frac{e^x}{1 + e^x}$\u3001$\\lambda_j^{(k)} = \\sum_{k=1}^N (w_{ij}v_i^{(k)} + c_j)$\u3068\u3057\u307e\u3059\u3002<\/p>\n<p>\u5b66\u7fd2\u306e\u554f\u984c\u70b9\u3068\u3057\u3066\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u30d5\u30a7\u30fc\u30ba\u306e\u671f\u5f85\u5024\u3067\u306f\u3001\u53ef\u8996\u5c64$v$\u3068\u96a0\u308c\u5c64$h$\u306e\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u306b\u95a2\u3059\u308b\u548c\u3092\u8a08\u7b97\u3059\u308b\u306e\u3067\u3001\u53ef\u8996\u5c64\u306e\u6570\u3092$n$\u3001\u96a0\u308c\u5c64\u306e\u6570\u3092$m$\u3068\u3059\u308b\u3068\u3001$2^{n+m}$\u901a\u308a\u306b\u306a\u308a\u3001\u30ce\u30fc\u30c9\u6570\u304c\u5897\u3048\u308b\u6bce\u306b\u8a08\u7b97\u6642\u9593\u304c\u6307\u6570\u95a2\u6570\u7684\u306b\u5897\u3048\u3066\u3044\u304d\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u89e3\u6c7a\u65b9\u6cd5\u3068\u3057\u3066\u3001\u30de\u30eb\u30b3\u30d5\u9023\u9396\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5(MCMC)\u306e\u4e00\u3064\u3067\u3042\u308bCD\u3068\u3001QA\u304b\u3089\u5f97\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u624b\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%89%8B%E6%B3%95%E2%91%A0_CD%E3%81%AB%E3%82%88%E3%82%8B%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span>\u624b\u6cd5\u2460 CD\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u56f32\u306e\u3088\u3046\u306b\u3001\u53ef\u8996\u5c64$v^\\mu$\u306b\u7d4c\u9a13\u5206\u5e03\u304b\u3089\u5f97\u3089\u308c\u308b$\\mu$\u756a\u76ee\u306e\u30c7\u30fc\u30bf\u3092\u5165\u529b\u3057\u3001\u6761\u4ef6\u78ba\u7387\u306b\u57fa\u3065\u304d$k$\u56de\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u307e\u3059(CD-k)\u3002\u305d\u308c\u305e\u308c\u306e\u78ba\u7387\u5206\u5e03\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nq_\\theta(h|v) &amp;= \\frac{q_\\theta(v, h)}{q_\\theta(v)}\\\\<br \/>\n&amp;= \\prod_j \\frac{e^{(\\sum_i w_{ij}v_i + c_j)h_j}}{1 + e^{\\sum_i w_{ij}v_i + c_j}}\\\\<br \/>\n&amp;= \\prod_j \\frac{e^{\\lambda_j h_j}}{1 + e^{\\lambda_j}} \\tag{12}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u305f\u3060\u3057\u3001$\\lambda_j = \\sum_i w_{ij}v_i + c_j$\u3068\u3059\u308b\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nq_\\theta(v|h) &amp;= \\frac{q_\\theta(v, h)}{q_\\theta(h)}\\\\<br \/>\n&amp;= \\prod_i \\frac{e^{(\\sum_j w_{ij}h_j + b_j)v_i}}{1 + e^{\\sum_j w_{ij}h_j + b_j}}\\\\<br \/>\n&amp;= \\prod_i \\frac{e^{\\lambda_i v_i}}{1 + e^{\\lambda_i}} \\tag{13}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u305f\u3060\u3057\u3001$\\lambda_i = \\sum_j w_{ij}h_j + b_j$\u3068\u3059\u308b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/CD-1-scaled.png\" alt=\"\" width=\"550\" height=\"183\" class=\"aligncenter wp-image-8731\" srcset=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/CD-1-scaled.png 2560w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/CD-1-300x100.png 300w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/CD-1-1024x341.png 1024w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/CD-1-768x256.png 768w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/CD-1-1536x512.png 1536w, https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/wp-content\/uploads\/2026\/03\/CD-1-2048x682.png 2048w\" sizes=\"auto, (max-width: 550px) 100vw, 550px\" \/><\/p>\n<figure style=\"text-align: center;\"><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f32:CD\u306e\u4ed5\u7d44\u307f<\/figcaption><\/figure>\n<p>\u5177\u4f53\u7684\u306b\u306f\u53ef\u8996\u5c64\u306e\u30ce\u30fc\u30c9\u3092$n$\u3001\u96a0\u308c\u5c64\u306e\u30ce\u30fc\u30c9\u3092$m$\u3068\u3059\u308b\u3068\u3001\u307e\u305a\u30b5\u30a4\u30ba$n$\u306e\u30c7\u30fc\u30bf\u3092\u53ef\u8996\u5c64\u306b\u5165\u529b\u3057\u3001$j$\u756a\u76ee\u306e\u96a0\u308c\u5c64\u306e\u5024\u30921\u306b\u56fa\u5b9a\u3057\u3066\u3001\u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u3092\u3082\u3068\u3081\u307e\u3059\u30021\u306b\u56fa\u5b9a\u3059\u308b\u3053\u3068\u3067\u30ce\u30fc\u30c9\u304c1\u306b\u306a\u308b\u78ba\u7387\u3067\u7d71\u4e00\u3057\u3066\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\nq_\\theta(h_j = 1 | v) = \\sigma(\\lambda_j) \\tag{14}<br \/>\n$$<\/p>\n<p>\u96a0\u308c\u5c64$h$\u3092\u3059\u3079\u3066\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3057\u305f\u3089\u3001\u4eca\u5ea6\u306f$i$\u756a\u76ee\u306e\u53ef\u8996\u5c64\u306e\u5024\u30921\u306b\u56fa\u5b9a\u3057\u3066\u3001\u96a0\u308c\u5c64\u3092\u57fa\u306b\u6761\u4ef6\u4ed8\u304d\u78ba\u7387\u3067\u53ef\u8996\u5c64$v$\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u3057\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\nq_\\theta(v_i = 1 | h) = \\sigma(\\lambda_i) \\tag{15}<br \/>\n$$<\/p>\n<p>\u3053\u306e\u64cd\u4f5c\u3092\u3042\u308b\u7a0b\u5ea6\u306e\u56de\u6570\u7e70\u308a\u8fd4\u3057\u3001\u305d\u306e\u6642\u306e$v$\u3001$h$\u306e\u5024\u3092\u4f7f\u3063\u3066\u30cd\u30ac\u30c6\u30a3\u30d6\u30d5\u30a7\u30fc\u30ba\u306e\u9805$\\mathbb{E}_{q_\\theta(v, h)}[\\frac{\\partial E_\\theta(v, h)}{\\partial \\theta}]$\u3092\u8fd1\u4f3c\u7684\u306b\u3082\u3068\u3081\u307e\u3059\u3002\u7d4c\u9a13\u7684\u306b\u3001\u53ef\u8996\u5c64\u3068\u96a0\u308c\u5c64\u30921\u56de\u305a\u3064\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308bCD-1\u304cRBM\u306e\u5b66\u7fd2\u306b\u826f\u304f\u7528\u3044\u3089\u308c\u3001\u672c\u8ad6\u6587\u306e\u5b9f\u9a13\u3067\u3082CD-1\u304c\u5b66\u7fd2\u306b\u4f7f\u308f\u308c\u3066\u3044\u307e\u3057\u305f\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%89%8B%E6%B3%95%E2%91%A1_QA%E3%82%92%E7%94%A8%E3%81%84%E3%81%9F%E3%82%B5%E3%83%B3%E3%83%97%E3%83%AA%E3%83%B3%E3%82%B0\"><\/span>\u624b\u6cd5\u2461 QA\u3092\u7528\u3044\u305f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>RBM\u306e\u5909\u6570$\\theta$\u3092D-Wave\u30de\u30b7\u30f3\u306eQA\u306b\u5165\u529b\u3059\u308b\u3068\u3001\u30ae\u30d6\u30b9\u30fb\u30dc\u30eb\u30c4\u30de\u30f3\u5206\u5e03\u306b\u8fd1\u3044\u51fa\u529b\u304c\u5f97\u3089\u308c\u308b\u3068\u77e5\u3089\u308c\u3066\u3044\u307e\u3059\u3002\u30ae\u30d6\u30b9\u30fb\u30dc\u30eb\u30c4\u30de\u30f3\u5206\u5e03\u306f\u5148\u8ff0\u306e\u5f0f(2)\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nq_\\theta(v, h) = \\frac{1}{Z(\\theta)}e^{-E_\\theta(v, h)} \\tag{2}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u5f0f(2)\u3092\u898b\u308b\u3068\u30a8\u30cd\u30eb\u30ae\u30fc$E_\\theta(v, h)$\u304c\u5c0f\u3055\u3044\u3068\u3001\u78ba\u7387\u5206\u5e03$q_\\theta(v, h)$\u306f\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002QA\u306f\u6700\u9069\u89e3\u3060\u3051\u3067\u306a\u304f\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u306e\u5c0f\u3055\u3044\u89e3\u3082\u591a\u304f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u306e\u3067\u3001QA\u306e\u78ba\u7387\u5206\u5e03\u306f$q_\\theta(v, h)$\u3068\u8fd1\u304f\u306a\u308b\u3068\u8a00\u308f\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>QA\u3067\u306f\u3001\u5f0f(16)\u306eQUBO\u554f\u984c\u306b\u304a\u3051\u308b\u76ee\u7684\u95a2\u6570$E(\\vec{x})$\u3092\u6700\u5c0f\u5316\u306b\u3059\u308b\u6700\u9069\u89e3$\\vec{x}$\u306b\u8fd1\u3044\u5024\u3092\u3082\u3068\u3081\u307e\u3059\u3002<\/p>\n<p>$$<br \/>\n\\begin{align*}<br \/>\nE(\\vec{x}) = \\sum_i Q_{ii}x_i + \\sum_{i &lt; j} Q_{ij} x_i x_j \\tag{16}<br \/>\n\\end{align*}<br \/>\n$$<\/p>\n<p>\u5b9a\u6570$Q$\u306fRBM\u306e\u5909\u6570$\\theta$\u306b\u5bfe\u5fdc\u3057\u3001\u5165\u529b\u5024$\\vec{x}$\u306fRBM\u306e\u53ef\u8996\u5c64\u3068\u96a0\u308c\u5c64\u306e\u5024\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n<div style=\"margin: 0 auto; width: 95%; text-align: left;\">$Q_{ii}$ \uff1a n\u00d7m\u306e\u884c\u5217\u306e\u5185\u3001\u5bfe\u89d2\u7dda\u306e\u8981\u7d20\u3067\u30d0\u30a4\u30a2\u30b9$\\vec{b}$\u3001$\\vec{c}$\u306b\u5bfe\u5fdc<br \/>\n$Q_{ij}$ \uff1a n\u00d7m\u306e\u884c\u5217\u306e\u5185\u3001\u4e0a\u4e09\u89d2\u5f62\u306e\u8981\u7d20\u3067\u91cd\u307f$W$\u306b\u5bfe\u5fdc<\/div>\n<p>\u4eca\u56de\u5229\u7528\u3055\u308c\u305f\u91cf\u5b50\u30a2\u30cb\u30fc\u30e9\u30fc\u306eD-Wave 2000Q\u306f\u3001\u91cf\u5b50\u30d3\u30c3\u30c8\u306e\u57cb\u3081\u8fbc\u307f\u306e\u554f\u984c\u3084\u3001\u91cf\u5b50\u30d3\u30c3\u30c8\u306e\u30b3\u30d2\u30fc\u30ec\u30f3\u30b9\u6642\u9593\u304c\u77ed\u304f\u306a\u308b\u554f\u984c\u306e\u5f71\u97ff\u3067\u30ce\u30a4\u30ba\u304c\u5165\u308a\u3001\u5f97\u3089\u308c\u308b\u51fa\u529b\u306b\u3070\u3089\u3064\u304d\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u6700\u9069\u89e3\u306b\u8fd1\u3044\u5024\u3092\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306bQA\u3092\u7528\u3044\u305f\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306b\u3088\u308bRBM\u306e\u5b66\u7fd2\u306e\u6d41\u308c\u306f\u3001\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n<div style=\"margin: 0 auto; width: 95%; text-align: left;\">\u2460$Q$\u306e\u5024\u3092\u3059\u3079\u30660\u306a\u3069\u306b\u521d\u671f\u5316<br \/>\n\u2461QA\u304b\u3089\u30b5\u30f3\u30d7\u30eb\u3092\u5f97\u308b\u3002<br \/>\n\u2462QA\u306e\u51fa\u529b$E(x)$\u304b\u3089\u53ef\u8996\u5c64$v$\u3001\u96a0\u308c\u5c64$h$\u306e\u5024\u3092\u5f97\u3066\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u30d5\u30a7\u30fc\u30ba\u306e\u9805\u3092\u8fd1\u4f3c\u7684\u306b\u3082\u3068\u3081\u308b\u3002<br \/>\n\u2463\u52fe\u914d\u6cd5\u3088\u308a\u3001$Q$\u3092\u66f4\u65b0\u3059\u308b\u3002<br \/>\n\u2464$Q$\u306e\u5024\u304c\u3042\u308b\u7a0b\u5ea6\u53ce\u675f\u3055\u308c\u308b\u307e\u3067\u2461\uff5e\u2463\u3092\u7e70\u308a\u8fd4\u3059\u3002<\/div>\n<p>\u3053\u306e\u904e\u7a0b\u306b\u3088\u308a\u3001RBM\u306e\u5b66\u7fd2\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E6%89%8B%E6%B3%95\"><\/span>\u5b9f\u9a13\u624b\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>RBM\u306e\u8a13\u7df4\u3068\u30c6\u30b9\u30c8\u306b\u306f\u3001BAS(bars and stripes)\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u7528\u3044\u307e\u3057\u305f\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001\u753b\u50cf\u306e\u5927\u304d\u30558\u00d78(64\u30d4\u30af\u30bb\u30eb)\u306e\u7e26\u7e1e(bars)\u3068\u6a2a\u7e1e(stripes)\u304b\u3089\u6210\u308a\u30011\u30d4\u30af\u30bb\u30eb\u3042\u305f\u308a\u9752\u8272\u304c\u30d3\u30c3\u30c8\u306e0\u306b\u5bfe\u5fdc\u3057\u3001\u9ec4\u8272\u304c1\u306b\u5bfe\u5fdc\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u56f33\u306e\u53f3\u4e0b\u306e2\u30d3\u30c3\u30c8(\u8d64\u67a0)\u306f\u3001\u5206\u985e\u554f\u984c\u306b\u304a\u3051\u308b\u30e9\u30d9\u30eb\u3092\u793a\u3057\u3001\u9752\u9ec4(01)\u306f\u7e26\u7e1e\u3001\u9ec4\u9752(10)\u306f\u6a2a\u7e1e\u3068\u5224\u5b9a\u3057\u3001\u9752\u9752(00)\u3068\u9ec4\u9ec4(11)\u306f\u30a8\u30e9\u30fc\u3068\u3057\u307e\u3059\u3002<\/p>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/d48718a7c9042fd07cf79846d9e2824f-300x111.png\" alt=\"\" width=\"508\" height=\"188\" class=\" wp-image-7891 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f33:BAS\u306e\u4f8b<\/figcaption><\/figure>\n<p>\u672c\u8ad6\u6587\u306e\u5b9f\u9a13\u3067\u306f\u3001BAS\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e512\u679a\u306e\u30c7\u30fc\u30bf\u306e\u3046\u3061\u3001400\u679a\u3092RBM\u306e\u8a13\u7df4\u30c7\u30fc\u30bf\u306b\u3001112\u679a\u3092\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306b\u7528\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E2%91%A0%E3%80%80%E7%94%BB%E5%83%8F%E5%88%86%E9%A1%9E\"><\/span>\u5b9f\u9a13\u2460\u3000\u753b\u50cf\u5206\u985e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u307e\u305a\u3001400\u679a\u306e\u8a13\u7df4\u30c7\u30fc\u30bf\u3067CD-1\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u3068QA\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u3092\u7528\u610f\u3057\u307e\u3059\u3002\u3053\u306e\u6642\u3001RBM\u306f\u3001\u53ef\u8996\u5c64\u3068\u96a0\u308c\u5c64\u306e\u30ce\u30fc\u30c9\u309264\u306b\u8a2d\u5b9a\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u3092RBM\u306e\u53ef\u8996\u5c64\u306b\u5165\u529b\u3059\u308b\u969b\u3001\u56f34\u306e\u3088\u3046\u306b\u3001\u30c7\u30fc\u30bf\u306e64\u30d3\u30c3\u30c8\u306e\u3046\u306162\u30d3\u30c3\u30c8\u3092\u5165\u529b\u3057\u3001\u5206\u985e\u554f\u984c\u306b\u304a\u3051\u308b\u30e9\u30d9\u30ebL1\u3068L2\u306b\u306f\u30e9\u30f3\u30c0\u30e0\u306b0\u304b1\u3092\u5165\u529b\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u309250\u56de\u884c\u3044\u3001L1\u3068L2\u306e\u5024\u3092\u6c42\u3081\u307e\u3059\u3002\u3053\u306e\u4f5c\u696d\u3092\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf112\u679a\u5206\u884c\u3044\u3001\u4ee5\u4e0b\u306e\u5f0f\u3067\u8868\u3055\u308c\u308b\u6b63\u89e3\u7387\u306b\u3088\u3063\u3066RBM\u306e\u5206\u985e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<p>$$\u6b63\u89e3\u7387 = \\frac{\u6b63\u3057\u304f\u4e88\u6e2c\u3057\u305f\u6570}{\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u6570(112\u679a)}$$<\/p>\n<p>\u6700\u7d42\u7684\u306b\u3001CD-1\u5b66\u7fd2\u306e\u6b63\u89e3\u7387\u3068QA\u5b66\u7fd2\u306e\u6b63\u89e3\u7387\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/18b93e87c3d8b2a9b0050a4523747e70-300x138.png\" alt=\"\" width=\"501\" height=\"230\" class=\" wp-image-7897 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f34:\u53ef\u8996\u5c64\u3078\u306e\u30c7\u30fc\u30bf\u5165\u529b<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E2%91%A1%E3%80%80%E7%94%BB%E5%83%8F%E5%86%8D%E6%A7%8B%E6%88%90\"><\/span>\u5b9f\u9a13\u2461\u3000\u753b\u50cf\u518d\u69cb\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u307e\u305a\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e64\u30d3\u30c3\u30c8\u306e\u3046\u3061\u3001\u3044\u304f\u3064\u304b\u30920\u304b1\u306e\u30e9\u30f3\u30c0\u30e0\u306a\u5024\u306b\u3057\u3066\u30d3\u30c3\u30c8\u3092\u5d29\u58ca\u3055\u305b\u3066\u3001\u5b66\u7fd2\u6e08\u307f\u306eRBM\u306e\u53ef\u8996\u5c64\u306b\u5165\u529b\u3057\u307e\u3059\u3002\u5d29\u58ca\u3055\u305b\u308b\u30d3\u30c3\u30c8\u306e\u6570\u306f\u4ee5\u4e0b\u306e3\u901a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>\u5206\u985e\u30e9\u30d9\u30eb(2\u30d3\u30c3\u30c8)<\/li>\n<li>\u753b\u50cf\u53f3\u4e0b\u306e4\u00d74(16\u30d3\u30c3\u30c8)<\/li>\n<li>\u5168\u3066\u306e\u30d3\u30c3\u30c8(64\u30d3\u30c3\u30c8)<\/li>\n<\/ul>\n<p>\u5165\u529b\u5f8c\u3001\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u309250\u56de\u884c\u3044\u3001\u53ef\u8996\u5c64\u306e\u5024\u3092\u6c42\u3081\u307e\u3059\u3002\u30ae\u30d6\u30b9\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3068\u306f\u3001\u5f0f(14)\u3068\u5f0f(15)\u3092\u8a08\u7b97\u3057\u3066\u4ea4\u4e92\u306b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u5b9a\u5e38\u78ba\u7387\u306b\u306a\u308b\u307e\u3067\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3092\u3059\u308b\u70b9\u3067CD\u3068\u7570\u306a\u308a\u307e\u3059\u3002\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf112\u679a\u5206\u306e\u7d50\u679c\u304b\u3089\u3001\u6b21\u306e\u5f0f\u3067\u8868\u3055\u308c\u308b\u518d\u69cb\u7bc9\u8aa4\u5dee\u306b\u3088\u3063\u3066\u3001RBM\u306e\u753b\u50cf\u306b\u5bfe\u3059\u308b\u518d\u69cb\u6210\u306e\u7cbe\u5ea6\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<p>$$\u518d\u69cb\u7bc9\u8aa4\u5dee = \\sum_{i=1}^n \\sum _{t=1}^N (v_{(i)}^{(t)} &#8211; v_{i}&#8217;)^2$$<\/p>\n<p style=\"text-align: center;\">$n$\uff1a\u53ef\u8996\u5c64\u306e\u6570, $N$\uff1a\u30c7\u30fc\u30bf\u306e\u6570<\/p>\n<p>\u305f\u3060\u3057\u3001$v_{i}^{(t)}$\u306f\u3001\u753b\u50cf\u3092\u5d29\u58ca\u3055\u305b\u308b\u524d\u306e\u30c7\u30fc\u30bf$t$\u306b\u3064\u3044\u3066\u3001$i$\u756a\u76ee\u306e\u53ef\u8996\u5c64\u306e\u5024\u3092\u793a\u3057\u3001$v_{(i)}&#8217;$\u306f\u3001\u5d29\u58ca\u3055\u305b\u305f\u30c7\u30fc\u30bf\u3092\u518d\u69cb\u6210\u3057\u305f\u6642\u306e$i$\u756a\u76ee\u306e\u53ef\u8996\u5c64\u306e\u5024\u3092\u793a\u3057\u307e\u3059\u3002<br \/>\n\u6700\u7d42\u7684\u306b\u3001CD\u5b66\u7fd2\u306e\u8aa4\u5dee\u3068QA\u5b66\u7fd2\u306e\u518d\u69cb\u7bc9\u8aa4\u5dee\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E2%91%A2%E3%80%80%E5%AF%BE%E6%95%B0%E5%B0%A4%E5%BA%A6\"><\/span>\u5b9f\u9a13\u2462\u3000\u5bfe\u6570\u5c24\u5ea6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>RBM\u306e\u5b66\u7fd2\u3067\u306f\u3001\u3067\u304d\u308b\u9650\u308a\u5bfe\u6570\u5c24\u5ea6$L$\u306e\u671f\u5f85\u5024\u3092\u6700\u5927\u306b\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<p>$$L = \\mathbb{E}_{p_0(v)}[\\log q_{\\theta}(v)]$$<\/p>\n<p>\u305d\u3053\u3067\u3001CD\u5b66\u7fd2\u3068QA\u5b66\u7fd2\u306e\u3069\u3061\u3089\u306e\u5bfe\u6570\u5c24\u5ea6\u304c\u5927\u304d\u3044\u304b\u6bd4\u8f03\u3057\u307e\u3059\u3002<br \/>\n\u307e\u305a\u3001\u96a0\u308c\u5c64\u309264\u500b\u306e\u30ce\u30fc\u30c9\u304b\u308920\u500b\u306e\u30ce\u30fc\u30c9\u306b\u5909\u66f4\u3057\u307e\u3059\u3002\u6b21\u306b\u3001\u30a8\u30dd\u30c3\u30af\u6bce\u306e\u5bfe\u6570\u5c24\u5ea6$L$\u3092\u305d\u308c\u305e\u308c\u8a08\u7b97\u3057\u3001\u6700\u7d42\u7684\u306b\u5bfe\u6570\u5c24\u5ea6\u6bd4\u8f03\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C\"><\/span>\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C%E2%91%A0%E3%80%80%E7%94%BB%E5%83%8F%E5%88%86%E9%A1%9E\"><\/span>\u5b9f\u9a13\u7d50\u679c\u2460\u3000\u753b\u50cf\u5206\u985e<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u4ee5\u4e0b\u306b\u753b\u50cf\u5206\u985e\u306e\u6b63\u89e3\u7387\u6bd4\u8f03\u306e\u7d50\u679c\u3092\u793a\u3057\u307e\u3059\u3002\u56f35\u306f\u3001\u30a8\u30dd\u30c3\u30af\u6bce\u306e\u7e26\u7e1e\u306e\u6b63\u89e3\u7387\u3092\u793a\u3057\u3001\u56f36\u306f\u3001\u30a8\u30dd\u30c3\u30af\u6bce\u306e\u6a2a\u7e1e\u306e\u6b63\u89e3\u7387\u3092\u793a\u3057\u307e\u3059\u3002\u9ed2\u7dda\u304c\u3001CD-1\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u3067\u3001\u30aa\u30ec\u30f3\u30b8\u7dda\u304cD-Wave 2000Q\u3067\u5b66\u7fd2\u3055\u308c\u308c\u305fRBM\u3067\u3059\u3002\u3069\u3061\u3089\u3082\u5b66\u7fd2\u56de\u6570300\u3042\u305f\u308a\u3067\u6b63\u89e3\u7387\u306f0.9\u3092\u8d85\u3048\u3066\u3044\u307e\u3059\u304c\u3001CD-1\u306e\u65b9\u306f\u3001\u6b63\u89e3\u7387\u306e\u5909\u52d5\u304c\u5927\u304d\u3044\u3053\u3068\u304c\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3053\u3068\u304b\u3089\u3001\u753b\u50cf\u5206\u985e\u3067\u306fQA\u5b66\u7fd2\u306e\u65b9\u304c\u5b89\u5b9a\u3057\u305f\u6b63\u89e3\u7387\u3067\u753b\u50cf\u5206\u985e\u304c\u3067\u304d\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/1974b7da7f4d2f81e5b93c5e1810a44f-300x230.png\" alt=\"\" width=\"392\" height=\"300\" class=\" wp-image-7898 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f35:\u30a8\u30dd\u30c3\u30af\u6bce\u306e\u7e26\u7e1e\u306e\u6b63\u89e3\u7387<\/figcaption><\/figure>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/a76e39f35ccf573254e49e7f234005a5-300x222.png\" alt=\"\" width=\"406\" height=\"300\" class=\" wp-image-7899 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f36:\u30a8\u30dd\u30c3\u30af\u6bce\u306e\u6a2a\u7e1e\u306e\u6b63\u89e3\u7387<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C%E2%91%A1%E3%80%80%E7%94%BB%E5%83%8F%E5%86%8D%E6%A7%8B%E6%88%90\"><\/span>\u5b9f\u9a13\u7d50\u679c\u2461\u3000\u753b\u50cf\u518d\u69cb\u6210<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u6b21\u306b\u3001\u753b\u50cf\u518d\u69cb\u6210\u306e\u5b9f\u9a13\u7d50\u679c\u3092\u793a\u3057\u307e\u3059\u3002\u56f37\u306f\u3001\u6a2a\u8ef8\u304c\u30a8\u30dd\u30c3\u30af\u6570\u3001\u7e26\u8ef8\u304c\u518d\u69cb\u7bc9\u8aa4\u5dee\u3092\u8868\u3057\u3001\u30aa\u30ec\u30f3\u30b8\u8272\u306e\u70b9\u7dda\u304cQA\u5b66\u7fd2\u306eRBM\u3067\u3001\u9ed2\u7dda\u304cCD\u5b66\u7fd2\u306eRBM\u3092\u793a\u3057\u307e\u3059\u3002QA\u3088\u308aCD\u306e\u65b9\u304c\u5c11\u306a\u3044\u5b66\u7fd2\u56de\u6570\u3067\u518d\u69cb\u7bc9\u8aa4\u5dee\u304c\u5c0f\u3055\u304f\u306a\u3063\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001CD\u306eRBM\u306e\u65b9\u304c\u3001\u6b63\u89e3\u306e\u753b\u50cf\u306b\u3088\u308a\u8fd1\u304f\u518d\u69cb\u6210\u3067\u304d\u3066\u3044\u308b\u306e\u3067\u3001\u5b66\u7fd2\u5668\u306e\u7cbe\u5ea6\u304c\u826f\u3044\u306e\u306f\u3001CD\u5b66\u7fd2\u3067\u3042\u308b\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/6a0b68bef72101b4e95d402bbd24b3c8-300x217.png\" alt=\"\" width=\"415\" height=\"300\" class=\" wp-image-7902 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f37:\u518d\u69cb\u7bc9\u8aa4\u5dee<\/figcaption><\/figure>\n<p>\u6b21\u306b\u3001\u56f38\u306f\u30013\u3064\u306e\u6761\u4ef6\u3067\u753b\u50cf\u3092\u5d29\u58ca\u3055\u305b\u3066\u3001CD\u5b66\u7fd2\u3068QA\u5b66\u7fd2\u3067\u753b\u50cf\u518d\u69cb\u6210\u3055\u305b\u305f\u4e00\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002\u307e\u305a\u3001A\u3067\u5206\u985e\u30e9\u30d9\u30eb\u3092\u5d29\u58ca\u3055\u305b\u305f\u3082\u306e\u3092\u5165\u529b\u3059\u308b\u3068\u3001CD\u3001QA\u3068\u3082\u306b\u6b63\u3057\u304f\u753b\u50cf\u3092\u518d\u69cb\u6210\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u6b21\u306b\u3001B\u306716\u30d3\u30c3\u30c8\u3092\u5d29\u58ca\u3055\u305b\u305f\u3082\u306e\u3092\u5165\u529b\u3059\u308b\u3068\u3001CD\u3067\u306f\u6b63\u3057\u304f\u518d\u69cb\u6210\u3067\u304d\u3066\u307e\u3059\u304c\u3001QA\u3067\u306f\u30012\u30d3\u30c3\u30c8\u9593\u9055\u3048\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002\u3055\u3089\u306b\u3001C\u3067\u3059\u3079\u3066\u306e\u30d3\u30c3\u30c8\u3092\u5d29\u58ca\u3055\u305b\u305f\u3082\u306e\u3092\u5165\u529b\u3059\u308b\u3068\u3001CD\u3067\u306fbar\u3068\u5224\u5b9a\u3057\u3066\u6b63\u3057\u304f\u518d\u69cb\u6210\u3057\u3066\u3044\u307e\u3059\u304c\u3001QA\u3067\u306fstripe\u3068\u5224\u5b9a\u3059\u308b\u3082\u3001\u6a2a\u7e1e\u3068\u3057\u3066\u6b63\u3057\u304f\u518d\u69cb\u6210\u3067\u304d\u3066\u3044\u306a\u3044\u3053\u3068\u304c\u308f\u304b\u308a\u307e\u3059\u3002<\/p>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/b64ed4c91a4d7e17d5d85ef2cbb3626b-300x255.png\" alt=\"\" width=\"370\" height=\"315\" class=\" wp-image-7900 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f38:\u5404\u6761\u4ef6\u306e\u753b\u50cf\u518d\u69cb\u6210<\/figcaption><\/figure>\n<p>\u56f38\u306f\u300116\u30d3\u30c3\u30c8\u5d29\u58ca\u3055\u305b\u308b\u6761\u4ef6\u3067\u518d\u69cb\u6210\u3055\u305b\u305f\u6642\u306e\u6b63\u89e3\u6570\u3092\u8868\u3057\u307e\u3059\u3002\u6a2a\u8ef8\u304c1\u3064\u306e\u30c7\u30fc\u30bf\u306b\u304a\u3044\u3066\u518d\u69cb\u6210\u3067\u304d\u306a\u304b\u3063\u305f\u30d3\u30c3\u30c8\u306e\u6570\u3092\u793a\u3057\u3001\u7e26\u8ef8\u306f\u30c7\u30fc\u30bf\u306e\u7dcf\u6570\u3092\u793a\u3057\u307e\u3059\u3002D\u3001E\u306fCD\u306b\u3064\u3044\u3066\u306e\u7d50\u679c\u3067\u3001\u8a13\u7df4\u30c7\u30fc\u30bf400\u679a\u3001\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf112\u679a\u3067\u307b\u3068\u3093\u3069\u304c\u518d\u69cb\u6210\u3067\u304d\u3066\u304a\u308a\u3001\u9593\u9055\u3063\u305f\u30d3\u30c3\u30c8\u306e\u6570\u306f\u6700\u5927\u3067\u30827\u30d3\u30c3\u30c8\u3067\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001F\u3001G\u306fQA\u306b\u3064\u3044\u3066\u306e\u7d50\u679c\u3067\u3001F\u306e\u8a13\u7df4\u30c7\u30fc\u30bf\u6642\u304b\u3089\u9593\u9055\u3048\u308b\u6570\u304c\u591a\u3044\u3053\u3068\u304b\u3089\u3084\u3084\u30a2\u30f3\u30c0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u308f\u304b\u308a\u3001D\u306e\u30c6\u30b9\u30c8\u30c7\u30fc\u30bf\u306e\u6642\u3067\u306f\u300116\u30d3\u30c3\u30c8\u4e2d\u300114\u30d3\u30c3\u30c8\u9593\u9055\u3048\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3057\u305f\u3002<\/p>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/fde8c75baae367e3d7d03909e3e07a48-300x208.png\" alt=\"\" width=\"433\" height=\"300\" class=\" wp-image-7901 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f39:16\u30d3\u30c3\u30c8\u5d29\u58ca\u306e\u753b\u50cf\u69cb\u6210\u306b\u304a\u3051\u308b\u4e0d\u6b63\u89e3\u6570<\/figcaption><\/figure>\n<h3><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E9%A8%93%E7%B5%90%E6%9E%9C%E2%91%A2%E3%80%80%E5%AF%BE%E6%95%B0%E5%B0%A4%E5%BA%A6\"><\/span>\u5b9f\u9a13\u7d50\u679c\u2462\u3000\u5bfe\u6570\u5c24\u5ea6<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u56f310\u306f\u3001\u30a8\u30dd\u30c3\u30af\u6bce\u306e\u5bfe\u6570\u5c24\u5ea6\u306e\u5024\u3092\u793a\u3057\u307e\u3059\u3002\u9ed2\u306e\u30d7\u30ed\u30c3\u30c8\u306f\u3001CD-1\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u306e\u5834\u5408\u3067\u3001\u6a59\u306e\u30d7\u30ed\u30c3\u30c8\u306f\u3001QA\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u306e\u5834\u5408\u3067\u3059\u3002CD-1\u5b66\u7fd2\u306eRBM\u306e\u65b9\u304c\u3001QA\u5b66\u7fd2\u306eRBM\u3088\u308a\u3001\u5bfe\u6570\u5c24\u5ea6\u304c\u5927\u304d\u3044\u3053\u3068\u304b\u3089\u3001CD-1\u5b66\u7fd2\u306e\u65b9\u304c\u3001\u771f\u306e\u30e2\u30c7\u30eb\u306e\u78ba\u7387\u5206\u5e03\u306b\u3088\u308a\u8fd1\u3065\u3051\u3089\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u8a00\u3048\u307e\u3059\u3002QA\u5b66\u7fd2\u306e\u5024\u304c\u4f4e\u3044\u539f\u56e0\u306f\u3001QA\u306e\u57cb\u3081\u8fbc\u307f\u306e\u554f\u984c\u306b\u3088\u3063\u3066\u3001\u8a08\u6e2c\u306b\u30ce\u30a4\u30ba\u304c\u542b\u307e\u308c\u3066\u3057\u307e\u3063\u305f\u3053\u3068\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002\u305d\u3053\u3067\u3001\u8ffd\u52a0\u5b9f\u9a13\u3068\u3057\u3066\u4f4e\u30ce\u30a4\u30ba\u306b\u8abf\u7bc0\u3055\u308c\u305fQA\u5b66\u7fd2\u3092\u7528\u3044\u308b\u3068\u3001\u308f\u305a\u304b\u306b\u5024\u304c\u826f\u304f\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<figure style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" src=\"\/T-Wave\/wp-content\/uploads\/2025\/08\/104f7a97c6a69c20e329989703b94dbe-300x219.png\" alt=\"\" width=\"424\" height=\"310\" class=\" wp-image-7904 aligncenter\" \/><figcaption style=\"text-align: center; margin-top: 10px;\">\u56f310:\u5bfe\u6570\u5c24\u5ea6\u6bd4\u8f03<\/figcaption><\/figure>\n<h2><span class=\"ez-toc-section\" id=\"%E7%B5%90%E8%AB%96\"><\/span>\u7d50\u8ad6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u8ad6\u6587\u3067\u306f\u3001\u671f\u5f85\u5024\u8a08\u7b97\u306e\u8a08\u7b97\u56f0\u96e3\u6027\u3068\u3044\u3046RBM\u306e\u8ab2\u984c\u3092CD\u3068QA\u306e2\u3064\u306e\u624b\u6cd5\u3067\u5bfe\u51e6\u3057\u6bd4\u8f03\u3057\u3066\u3044\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001CD-1\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u3068\u3001D-Wave\u30de\u30b7\u30f3\u306b\u3088\u308b\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u3067\u5b66\u7fd2\u3055\u308c\u305fRBM\u3092\u753b\u50cf\u5206\u985e\u3001\u753b\u50cf\u518d\u69cb\u6210\u3001\u5bfe\u6570\u5c24\u5ea6\u3067\u7cbe\u5ea6\u3092\u6bd4\u8f03\u3057\u307e\u3057\u305f\u3002\u753b\u50cf\u5206\u985e\u3067\u306f\u3001QA\u5b66\u7fd2\u306eRBM\u306e\u65b9\u304c\u3001\u5b89\u5b9a\u3057\u305f\u6b63\u89e3\u7387\u3092\u51fa\u3057\u307e\u3057\u305f\u3002\u4e00\u65b9\u3067\u3001\u753b\u50cf\u518d\u69cb\u6210\u3068\u5bfe\u6570\u5c24\u5ea6\u3067\u306f\u3001CD\u5b66\u7fd2\u306eRBM\u306e\u65b9\u304c\u826f\u3044\u7d50\u679c\u3092\u51fa\u3057\u307e\u3057\u305f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%82%E3%81%A8%E3%81%8C%E3%81%8D\"><\/span>\u3042\u3068\u304c\u304d<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u672c\u8ad6\u6587\u306e\u89e3\u8aac\u8a18\u4e8b\u3092\u66f8\u304f\u306b\u3042\u305f\u3063\u3066\u3001RBM\u3068QA\u306b\u3064\u3044\u3066\u7406\u89e3\u3092\u6df1\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002\u5b9f\u9a131\u306eQA\u306e\u65b9\u304c\u5206\u985e\u306e\u7cbe\u5ea6\u304c\u9ad8\u3044\u3053\u3068\u306b\u3064\u3044\u3066\u3001\u79c1\u306fQA\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u65b9\u304c\u5e45\u5e83\u304f\u3001\u5b66\u7fd2\u306e\u30aa\u30fc\u30d0\u30fc\u30d5\u30a3\u30c3\u30c6\u30a3\u30f3\u30b0\u3092\u9632\u3044\u3060\u304b\u3089\u3060\u3068\u601d\u3044\u307e\u3057\u305f\u3002\u4eca\u56de\u5229\u7528\u3055\u308c\u305fQA\u306f\u3001D-Wave 2000Q\u3067\u3042\u308a\u3001\u73fe\u5728\u306f\u5229\u7528\u3067\u304d\u306a\u304f\u306a\u3063\u3066\u3044\u308b\u305f\u3081\u3001\u65b0\u305f\u306aD-Wave Advantage\u3092\u7528\u3044\u305f\u5834\u5408\u306e\u7cbe\u5ea6\u6bd4\u8f03\u304c\u3069\u306e\u3088\u3046\u306a\u7d50\u679c\u306b\u306a\u308b\u304b\u8208\u5473\u3092\u6301\u3061\u307e\u3057\u305f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E4%BD%9C%E6%88%90%E8%80%85\"><\/span>\u672c\u8a18\u4e8b\u306e\u4f5c\u6210\u8005<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5d8b\ufa11\u53f8\u6643 (\u30e1\u30f3\u30bf\u30ea\u30f3\u30b0: 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