{"id":1987,"date":"2022-03-05T00:00:58","date_gmt":"2022-03-04T15:00:58","guid":{"rendered":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/?p=1987"},"modified":"2022-03-05T00:00:58","modified_gmt":"2022-03-04T15:00:58","slug":"qasc_q-bull","status":"publish","type":"post","link":"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/","title":{"rendered":"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316 &#8211; \u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8"},"content":{"rendered":"<p>\u4eca\u56de\u306f\u3001<a href=\"http:\/\/www.tfc.tohoku.ac.jp\/special\/qca\/20211218.html\">\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8<\/a>\u306b\u53c2\u52a0\u3057\u305f\u969b\u306e\u767a\u8868\u5185\u5bb9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u7b46\u8005\u306f\u30c1\u30fc\u30e0T-QARD-QAPO\u3068\u3057\u3066\u53c2\u52a0\u3057\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u30a2\u30d7\u30ea\u3092\u69cb\u60f3\u3057\u3001\u767a\u8868\u3057\u307e\u3057\u305f\u3002<\/p>\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-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\" >\u306f\u3058\u3081\u306b<\/a><ul class='ez-toc-list-level-2' ><li class='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\/qasc_q-bull\/#%E4%BB%8A%E5%9B%9E%E6%A7%8B%E6%83%B3%E3%81%97%E3%81%9F%E3%82%A2%E3%83%97%E3%83%AA%E3%81%AE%E6%A6%82%E8%A6%81\" >\u4eca\u56de\u69cb\u60f3\u3057\u305f\u30a2\u30d7\u30ea\u306e\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\/qasc_q-bull\/#%E5%BE%93%E6%9D%A5%E3%81%AE%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%AE%E5%95%8F%E9%A1%8C%E7%82%B9\" >\u5f93\u6765\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306e\u554f\u984c\u70b9<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E6%89%8B%E6%B3%95\" >\u624b\u6cd5<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%A8%E3%81%AF\" >\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3068\u306f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E7%8F%BE%E4%BB%A3%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E7%90%86%E8%AB%96%E3%81%A8%E3%81%AF\" >\u73fe\u4ee3\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u7406\u8ad6\u3068\u306f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%AE%E5%AE%9A%E5%BC%8F%E5%8C%96\" >\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306e\u5b9a\u5f0f\u5316<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E3%83%97%E3%83%AD%E3%82%B0%E3%83%A9%E3%83%A0%E3%81%AE%E5%AE%9F%E8%A3%85\" >\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u88c5<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E6%A0%AA%E4%BE%A1%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8F%96%E5%BE%97\" >\u682a\u4fa1\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/a><\/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\/qasc_q-bull\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8A%A0%E5%B7%A5\" >\u30c7\u30fc\u30bf\u306e\u52a0\u5de5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E3%82%B3%E3%82%B9%E3%83%88%E9%96%A2%E6%95%B0%E3%82%92%E6%BA%96%E5%82%99%E3%81%99%E3%82%8B\" >\u30b3\u30b9\u30c8\u95a2\u6570\u3092\u6e96\u5099\u3059\u308b<\/a><\/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\/2022\/03\/05\/qasc_q-bull\/#%E6%9C%80%E9%81%A9%E5%8C%96%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\" >\u6700\u9069\u5316\u3092\u5b9f\u884c\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E5%90%84%E9%8A%98%E6%9F%84%E3%81%AE%E5%87%BA%E7%8F%BE%E9%A0%BB%E5%BA%A6\" >\u5404\u9298\u67c4\u306e\u51fa\u73fe\u983b\u5ea6<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\" >\u5b9f\u884c\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C%E3%82%92%E8%A9%95%E4%BE%A1%E3%81%99%E3%82%8B\" >\u5b9f\u884c\u7d50\u679c\u3092\u8a55\u4fa1\u3059\u308b<\/a><\/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\/2022\/03\/05\/qasc_q-bull\/#%E8%B3%87%E7%94%A3%E6%8E%A8%E7%A7%BB%E3%81%AE%E5%8F%AF%E8%A6%96%E5%8C%96\" >\u8cc7\u7523\u63a8\u79fb\u306e\u53ef\u8996\u5316<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E7%B5%90%E6%9E%9C%E3%83%BB%E3%83%90%E3%83%83%E3%82%AF%E3%83%86%E3%82%B9%E3%83%88\" >\u7d50\u679c\u30fb\u30d0\u30c3\u30af\u30c6\u30b9\u30c8<\/a><ul class='ez-toc-list-level-2' ><li class='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\/qasc_q-bull\/#2020%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C\" >2020\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5b9f\u884c\u7d50\u679c<\/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\/qasc_q-bull\/#2020%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E3%81%AE%E3%83%90%E3%83%83%E3%82%AF%E3%83%86%E3%82%B9%E3%83%88\" >2020\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#2018%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C\" >2018\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5b9f\u884c\u7d50\u679c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#2018%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E3%81%AE%E3%83%90%E3%83%83%E3%82%AF%E3%83%86%E3%82%B9%E3%83%88\" >2018\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E4%BB%8A%E5%BE%8C%E3%81%AE%E8%AA%B2%E9%A1%8C\" >\u4eca\u5f8c\u306e\u8ab2\u984c<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E6%9C%80%E5%BE%8C%E3%81%AB\" >\u6700\u5f8c\u306b<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE%E3%83%BB%E3%82%B5%E3%82%A4%E3%83%88\" >\u53c2\u8003\u6587\u732e\u30fb\u30b5\u30a4\u30c8<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/#%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E6%8B%85%E5%BD%93%E8%80%85\" >\u672c\u8a18\u4e8b\u306e\u62c5\u5f53\u8005<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB\"><\/span><span style=\"font-size: 18pt;\">\u306f\u3058\u3081\u306b<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8A%E5%9B%9E%E6%A7%8B%E6%83%B3%E3%81%97%E3%81%9F%E3%82%A2%E3%83%97%E3%83%AA%E3%81%AE%E6%A6%82%E8%A6%81\"><\/span><span style=\"font-size: 14pt;\">\u4eca\u56de\u69cb\u60f3\u3057\u305f\u30a2\u30d7\u30ea\u306e\u6982\u8981<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u30bf\u30fc\u30b2\u30c3\u30c8\uff1a\u500b\u4eba\u6295\u8cc7\u5bb6<\/li>\n<li>\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d3\u30b9\uff1a<br \/>\n\u30e6\u30fc\u30b6\u30fc\u304c\u300c\u73fe\u5b9f\u7684\u300d\u304b\u3064\u300c\u7d0d\u5f97\u300d\u306e\u3044\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3059\u308b<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E5%BE%93%E6%9D%A5%E3%81%AE%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%AE%E5%95%8F%E9%A1%8C%E7%82%B9\"><\/span><span style=\"font-size: 14pt;\">\u5f93\u6765\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306e\u554f\u984c\u70b9<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\u6295\u8cc7\u6bd4\u7387\u304c\u7d30\u304b\u3059\u304e\u3066\u8cc7\u91d1\u304c\u5c11\u984d\u306a\u500b\u4eba\u6295\u8cc7\u5bb6\u306b\u306f\u518d\u73fe\u304c\u56f0\u96e3\u3067\u3042\u308b<\/li>\n<li>\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3060\u3051\u3092\u6700\u9069\u5316\u306e\u6307\u6a19\u306b\u3057\u3066\u3044\u3066\u7d0d\u5f97\u306e\u884c\u304f\u6295\u8cc7\u304c\u56f0\u96e3\u3067\u3042\u308b<\/li>\n<\/ol>\n<p><strong>\u554f\u984c\u70b91<\/strong><\/p>\n<p>\u9298\u67c4\u3054\u3068\u306b\u682a\u4fa1\u306b\u3070\u3089\u3064\u304d\u304c\u3042\u308a\u3001\u6295\u8cc7\u6bd4\u7387\u304c\u7d30\u304b\u304f\u8a2d\u5b9a\u3055\u308c\u305f\u6700\u9069\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u306f\u3001\u304b\u306a\u308a\u306e\u8cc7\u91d1\u91cf\u304c\u5fc5\u8981\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u8cc7\u91d1\u91cf\u306b\u9650\u308a\u306e\u3042\u308b\u500b\u4eba\u6295\u8cc7\u5bb6\u304c\u3001\u6700\u9069\u306a\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u518d\u73fe\u3059\u308b\u3053\u3068\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n<div id=\"attachment_1159\" style=\"width: 610px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-1159\" class=\"wp-image-1159\" src=\"\/T-Wave\/wp-content\/uploads\/2021\/12\/29d3bc99193cb0b837fb8cc53f050ae5.png\" alt=\"\" width=\"600\" height=\"381\" \/><p id=\"caption-attachment-1159\" class=\"wp-caption-text\">\u53e4\u5178\u7684\u306a\u624b\u6cd5\u3067\u6c42\u3081\u305f\u6700\u9069\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u4f8b (Python\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u30e9\u30a4\u30d6\u30e9\u30eaRiskfolio-Lib\u3092\u4f7f\u7528)<\/p><\/div>\n<p><strong><span style=\"font-size: 12pt;\">\u554f\u984c\u70b91\u306e\u89e3\u6c7a\u7b56<\/span><\/strong><\/p>\n<ul>\n<li>\u6295\u8cc7\u4e88\u7b97\u91d1\u984d\u3092\u5236\u7d04\u6761\u4ef6\u306b\u542b\u3081\u308b<\/li>\n<li>\u3069\u306e\u9298\u67c4\u3092\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306b\u7d44\u307f\u5165\u308c\u308b\u306e\u304b\u3092\u91d1\u984d\u3067\u306f\u306a\u304f\u682a\u6570\u3067\u793a\u3059<\/li>\n<\/ul>\n<p><strong><span style=\"font-size: 12pt;\">\u554f\u984c\u70b92<\/span><\/strong><\/p>\n<p>\u4e00\u822c\u7684\u306b\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3067\u306f\u30ea\u30bf\u30fc\u30f3\u306e\u6700\u5927\u5316\u3068\u30ea\u30b9\u30af\u306e\u6700\u5c0f\u5316\u306e\u307f\u306b\u7740\u76ee\u3057\u3066\u8003\u3048\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5404\u6295\u8cc7\u5bb6\u306b\u306f\u3001\u5404\u3005\u306b\u300c\u597d\u304d\u30fb\u5fdc\u63f4\u3057\u305f\u3044\u300d\u3084\u300c\u5c06\u6765\u6027\u3092\u4fe1\u3058\u3066\u3044\u308b\u300d\u306a\u3069\u306e\u7406\u7531\u3067\u9078\u597d\u3057\u3066\u3044\u308b\u5206\u91ce\u30fb\u9298\u67c4\u304c\u3042\u308a\u3001\u5404\u3005\u306e\u6295\u8cc7\u3057\u305f\u3044\u5bfe\u8c61\u304c\u7570\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong><span style=\"font-size: 12pt;\">\u554f\u984c\u70b92\u306e\u89e3\u6c7a\u7b56<\/span><\/strong><\/p>\n<ul>\n<li>\u500b\u4eba\u306e\u8208\u5473\u3084\u597d\u307f\u3092\u53cd\u6620\u3067\u304d\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u3044\u308b<br \/>\n\u2192\u91cf\u5b50\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306e\u30b3\u30b9\u30c8\u95a2\u6570\u306b\u7d44\u307f\u8fbc\u3080\u306e\u3067\u306f\u306a\u304f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u3057\u3066\u53e4\u5178\u306e\u90e8\u5206\u306b\u5b9f\u88c5\u3059\u308b\u3053\u3068\u3067\u5909\u6570\u3092\u5897\u3084\u3055\u305a\u5b9f\u884c\u53ef\u80fd\u306a\u5f62\u306b\u3059\u308b\u3002<br \/>\n\u3053\u308c\u306f\u69cb\u60f3\u306b\u3068\u3069\u307e\u308a\u3001\u307e\u3060\u5b9f\u88c5\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u3002<\/li>\n<\/ul>\n<h1><span class=\"ez-toc-section\" id=\"%E6%89%8B%E6%B3%95\"><\/span><span style=\"font-size: 18pt;\">\u624b\u6cd5<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%A8%E3%81%AF\"><\/span><span style=\"font-size: 14pt;\">\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3068\u306f<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3068\u306f\u3001\u30ea\u30b9\u30af\u3068\u30ea\u30bf\u30fc\u30f3\u3092\u8003\u616e\u3057\u3066\u3001\u6700\u9069\u306a\u8cc7\u7523\u306e\u7d44\u307f\u5408\u308f\u305b\uff08\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\uff09\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3067\u3059\u3002\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306b\u306f\u69d8\u3005\u306a\u7406\u8ad6\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u73fe\u4ee3\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u7406\u8ad6\u306b\u57fa\u3065\u3044\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E7%8F%BE%E4%BB%A3%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E7%90%86%E8%AB%96%E3%81%A8%E3%81%AF\"><\/span><span style=\"font-size: 14pt;\">\u73fe\u4ee3\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u7406\u8ad6\u3068\u306f<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u73fe\u4ee3\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u7406\u8ad6(Modern Portfolio Theory)\u3001\u5225\u540d\u3001\u73fe\u4ee3\u6295\u8cc7\u7406\u8ad6\u306e\u8aac\u660e\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>1950\u5e74\u4ee3\u306b\u7c73\u56fd\u306e\u30cf\u30ea\u30fc\u30fb\u30de\u30fc\u30b3\u30a6\u30a3\u30c4\u6c0f\u304c\u69cb\u7bc9\u3057\u305f\u5206\u6563\u6295\u8cc7\u7406\u8ad6\u3092\u57fa\u76e4\u3068\u3059\u308b\u3002\u8cc7\u7523\u904b\u7528\u306b\u304a\u3044\u3066\u4fa1\u683c\u5909\u52d5\u30ea\u30b9\u30af\u3092\u6291\u3048\u306a\u304c\u3089\u4e00\u5b9a\u306e\u30ea\u30bf\u30fc\u30f3\u3092\u671f\u5f85\u3059\u308b\u3046\u3048\u3067\u306f\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u3057\u3066\u591a\u6570\u306e\u9298\u67c4\u3084\u8907\u6570\u306e\u8cc7\u7523\u306b\u5206\u6563\u6295\u8cc7\u3059\u308b\u306e\u304c\u6709\u52b9\u3067\u3042\u308a\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u5168\u4f53\u306e\u4fa1\u683c\u5909\u52d5\u30ea\u30b9\u30af\u306f\u3001\u7d44\u5165\u9298\u67c4\u306e\u500b\u3005\u306e\u4fa1\u683c\u5909\u52d5\u30ea\u30b9\u30af\u304a\u3088\u3073\u305d\u306e\u7d44\u5165\u6bd4\u7387\u306b\u52a0\u3048\u3001\u4efb\u610f\u306e2\u9298\u67c4\u9593\u306e\u5024\u52d5\u304d\u306e\u9023\u52d5\u6027\u3092\u8868\u3059\u76f8\u95a2\u4fc2\u6570\u3067\u6c7a\u307e\u308b\u3053\u3068\u304c\u793a\u3055\u308c\u305f\u3002\u540c\u6c0f\u306f\u6295\u8cc7\u7406\u8ad6\u306b\u304a\u3051\u308b\u5148\u99c6\u7684\u306a\u529f\u7e3e\u306b\u3088\u308a\u30011990\u5e74\u306e\u30ce\u30fc\u30d9\u30eb\u7d4c\u6e08\u5b66\u8cde\u3092\u53d7\u8cde\u3057\u3066\u3044\u308b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u305f\u3060\u540c\u7406\u8ad6\u306f\u3001\u9298\u67c4\u306e\u4fa1\u683c\u5909\u52d5\u30ea\u30b9\u30af\u306f\u904e\u53bb\u304b\u3089\u5c06\u6765\u306b\u308f\u305f\u3063\u3066\u5909\u308f\u3089\u306a\u3044\u3082\u306e\u3068\u3059\u308b\u306a\u3069\u73fe\u5b9f\u306b\u305d\u3050\u308f\u306a\u3044\u4eee\u5b9a\u3092\u524d\u63d0\u306b\u3057\u3066\u6210\u308a\u7acb\u3063\u3066\u3044\u308b\u3002\u3053\u306e\u305f\u3081\u30012008\u5e74\u306e\u30ea\u30fc\u30de\u30f3\u30fb\u30b7\u30e7\u30c3\u30af\u5f8c\u306b\u306f\u591a\u304f\u306e\u91d1\u878d\u8cc7\u7523\u9593\u306e\u76f8\u95a2\u4fc2\u6570\u304c\u9ad8\u307e\u308b\u3068\u540c\u6642\u306b\u3001\u4fa1\u683c\u5909\u52d5\u30ea\u30b9\u30af\u3082\u5897\u5927\u3057\u305f\u305f\u3081\u3001\u540c\u7406\u8ad6\u304c\u63d0\u5531\u3059\u308b\u30ea\u30b9\u30af\u3092\u4f4e\u6e1b\u3057\u306a\u304c\u3089\u30ea\u30bf\u30fc\u30f3\u3092\u5411\u4e0a\u3059\u308b\u5206\u6563\u6295\u8cc7\u52b9\u679c\u304c\u671f\u5f85\u3067\u304d\u306a\u304b\u3063\u305f\u3068\u3057\u3066\u3001\u7406\u8ad6\u306e\u9650\u754c\u3092\u793a\u3059\u6307\u6458\u3082\u3042\u308b\u3002<\/p>\n<p style=\"text-align: right;\">\u5f15\u7528\u5143\uff1a\u91ce\u6751\u8b49\u5238\u3000<a href=\"https:\/\/www.nomura.co.jp\/terms\/japan\/ke\/A01940.html\">\u8a3c\u5238\u7528\u8a9e\u89e3\u8aac\u96c6<\/a><\/p>\n<\/blockquote>\n<h2><span class=\"ez-toc-section\" id=\"%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E6%9C%80%E9%81%A9%E5%8C%96%E3%81%AE%E5%AE%9A%E5%BC%8F%E5%8C%96\"><\/span><span style=\"font-size: 14pt;\">\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306e\u5b9a\u5f0f\u5316<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u30ea\u30bf\u30fc\u30f3\u306e\u6700\u5927\u5316\u3068\u30ea\u30b9\u30af\uff08\u5171\u5206\u6563\uff09\u306e\u6700\u5c0f\u5316\u3092\u6700\u9069\u306a\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u5c3a\u5ea6\u3068\u3057\u307e\u3057\u305f\u3002<br \/>\n\u30ea\u30bf\u30fc\u30f3\u3092\u8868\u3059\u30b3\u30b9\u30c8\u95a2\u6570\u306f<\/p>\n<p style=\"text-align: center;\">[latex]\\displaystyle C_{return} = -\\sum_{i} w_i x_i \\tag{1}[\/latex]<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul style=\"list-style-type: circle;\">\n<li>[latex]w_i[\/latex] : \u5404\u9298\u67c4\u306e\u30ea\u30bf\u30fc\u30f3<\/li>\n<li>[latex]x_i[\/latex] : \u30d0\u30a4\u30ca\u30ea\u5909\u6570\uff08\u5404\u9298\u67c4\u3092\u8cb7\u3046\u306e\u304b\u8cb7\u308f\u306a\u3044\u306e\u304b\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u5316\u3059\u308b\u30b3\u30b9\u30c8\u95a2\u6570\u306f<\/p>\n<p style=\"text-align: center;\">[latex]\\displaystyle C_{risk} = \\sum_{i,j} W_{i,j} x_i x_j \\tag{2}[\/latex]<\/p>\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul>\n<li style=\"list-style-type: none;\">\n<ul style=\"list-style-type: circle;\">\n<li>[latex]W_{i,j}[\/latex] : \u5404\u9298\u67c4\u9593\u306e\u5171\u5206\u6563<\/li>\n<li>[latex]x_i, x_j[\/latex] : \u30d0\u30a4\u30ca\u30ea\u5909\u6570\uff08\u5404\u9298\u67c4\u3092\u8cb7\u3046\u306e\u304b\u8cb7\u308f\u306a\u3044\u306e\u304b\uff09<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>[latex](1),(2)[\/latex]\u306e\u30b3\u30b9\u30c8\u95a2\u6570\u3092\u9069\u5f53\u306a\u4fc2\u6570[latex]A[\/latex]\u3092\u4ed8\u3051\u3066\u8db3\u3057\u5408\u308f\u305b\u305f\u3082\u306e\u304c\u3001\u4eca\u56de\u7528\u3044\u308b\u30b3\u30b9\u30c8\u95a2\u6570\u3067\u3059\u3002<\/p>\n<p style=\"text-align: center;\">[latex]\\displaystyle -A\\sum_{i} w_i x_i + \\sum_{i,j} W_{i,j} x_i x_j \\tag{3}[\/latex]<\/p>\n<p style=\"text-align: left;\">\u4fc2\u6570[latex]A[\/latex]\u306f\u30ea\u30bf\u30fc\u30f3\u306e\u6700\u5927\u5316\u3068\u30ea\u30b9\u30af\u306e\u6700\u5c0f\u5316\u306e\u3069\u3061\u3089\u306b\u91cd\u304d\u3092\u7f6e\u304f\u306e\u304b\u306b\u3088\u308a\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h1><span class=\"ez-toc-section\" id=\"%E3%83%97%E3%83%AD%E3%82%B0%E3%83%A9%E3%83%A0%E3%81%AE%E5%AE%9F%E8%A3%85\"><\/span><span style=\"font-size: 18pt;\">\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u88c5<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u3053\u306e\u7ae0\u3067\u306f\u3001\u5148\u307b\u3069\u5b9a\u5f0f\u5316\u3057\u305f\u554f\u984c\u3092Python\u3092\u7528\u3044\u3066\u5b9f\u88c5\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u7d39\u4ecb\u3059\u308b\u306e\u307f\u306b\u3068\u3069\u3081\u3001\u5b9f\u884c\u7d50\u679c\u306b\u3064\u3044\u3066\u306f\u6b21\u7ae0\u3067\u793a\u3057\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E6%A0%AA%E4%BE%A1%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8F%96%E5%BE%97\"><\/span><span style=\"font-size: 20px;\">\u682a\u4fa1\u30c7\u30fc\u30bf\u306e\u53d6\u5f97<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u307e\u305a\u3001pandas_datareader\u3092\u7528\u3044\u3066\u3001yahoo finance\u304b\u3089\u682a\u4fa1\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<br \/>\n\u4eca\u56de\u306f\u30a2\u30e1\u30ea\u30ab\u306e\u4ee3\u8868\u7684\u306a\u682a\u4fa1\u6307\u6570\u3067\u3042\u308bDOW30 Index\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u308b30\u9298\u67c4\u306e2018\u5e74\u306e\u30c7\u30fc\u30bf\u3092\u7528\u3044\u3066\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\nimport pandas_datareader.data as web\nimport datetime\n\nstart = datetime.datetime(2018, 1, 2)\nend = datetime.datetime(2018, 12, 31)\nDOW30 = ['AAPL','AMGN','AXP','BA','CAT','CRM','CSCO','CVX','DIS','GS','HD','HON', 'IBM','INTC','JNJ','JPM','KO','MCD','MMM','MRK','MSFT','NKE', 'PG','TRV','UNH','V','VZ','WBA','WMT']\nstockcodes = DOW30+DOW30\n\ndata = web.DataReader(DOW30, 'yahoo', start, end)\ndf_price_DOW30 = data['Adj Close']\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E5%8A%A0%E5%B7%A5\"><\/span><span style=\"font-size: 20px;\">\u30c7\u30fc\u30bf\u306e\u52a0\u5de5<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5148\u7a0b\u53d6\u5f97\u3057\u305f\u682a\u4fa1\u30c7\u30fc\u30bf\u304b\u3089\u3001\u5404\u9298\u67c4\u306e\u4e00\u65e5\u5f53\u305f\u308a\u306e\u5e7e\u4f55\u5e73\u5747\u30ea\u30bf\u30fc\u30f3\u3068\u5171\u5206\u6563\u884c\u5217\u3092\u6c42\u3081\u307e\u3059\u3002<\/p>\n<p><strong>\u203b\u88dc\u8db3(\u5e7e\u4f55\u5e73\u5747\u3068\u306f)<\/strong><\/p>\n<p>\u4e00\u822c\u7684\u306b\u7528\u3044\u3089\u308c\u308b\u5e73\u5747\u3092\u7b97\u8853\u5e73\u5747(arithmetic mean)\u3068\u3044\u3044\u3001\u7b97\u8853\u5e73\u5747[latex]\\bar{X}[\/latex]\u306f\u3001<\/p>\n<p style=\"text-align: center;\">[latex]\\bar{X}=\\dfrac{X_1+X_2+X_3+ \\cdots +X_n}{n}[\/latex]<\/p>\n<p>\u3067\u8868\u3055\u308c\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u5e7e\u4f55\u5e73\u5747(geometric mean)\u3068\u306f\u3001\u5bfe\u8c61\u3068\u3059\u308b\u96c6\u5408\u306e\u30c7\u30fc\u30bf\u3092\u639b\u3051\u5408\u308f\u305b\u3066\u57fa\u6e96\u3068\u306a\u308b\u5024\u304c\u7b97\u51fa\u3055\u308c\u3001\u5e7e\u4f55\u5e73\u5747[latex]X_G[\/latex]\u306f\u3001<\/p>\n<p style=\"text-align: center;\">[latex]X_G=\\sqrt[n]{X_1 \\times X_2 \\times X_3 \\times \\cdots \\times X_n}[\/latex]<\/p>\n<p>\u3067\u8868\u3055\u308c\u307e\u3059\u3002\u8a08\u7b97\u65b9\u6cd5\u304b\u3089\u76f8\u4e57\u5e73\u5747\u3068\u547c\u3070\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u3001\u4e3b\u306b\u5897\u6e1b\u7387\u3084\u6210\u9577\u7387\u306a\u3069\u306e\u5e73\u5747\u3092\u6c42\u3081\u308b\u306e\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\nimport numpy as np\nimport matplotlib.pyplot as plt\nfrom scipy.stats.mstats import gmean \n\ndf_price0 = pd.merge(df_price, df_price, on='Date')\nrates = []\n\nfor sc in stockcodes:\n    df = df_price.loc[:,sc]\n    return_rate = np.zeros(len(df.values))\n    for k in range(len(df.values)-1):\n        return_rate[k+1] = (df[k+1] - df[k])\/df[k]\n  \n    rates.append(return_rate)\n\nN = len(stockcodes)\n\nlist_price_start = np.zeros(N)\nfor n in range(N):\n    list_price_start[n] = df_price.loc['2018-01-02',stockcodes][n]\n    \nlist_price_end = np.zeros(N)\nfor n in range(N):\n    list_price_end[n] = df_price.loc['2018-12-31',stockcodes][n]\n\n#\u5e7e\u4f55\u5e73\u5747w_1\u3092\u6c42\u3081\u308b\nfor k in range(N):\n    for n in range(len(rates[1])):\n                   rates[k][n] = rates[k][n]+1\n\nw_1 = np.zeros(N)\nfor k in range(N):\n    w_1[k] = gmean(rates[k])\n\nw = np.zeros(N)\nfor n in range(N):\n    w[n] = w_1[n]-1\n\nfor k in range(N):\n    for n in range(len(rates[1])):\n                   rates[k][n] = rates[k][n]-1\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E3%82%B3%E3%82%B9%E3%83%88%E9%96%A2%E6%95%B0%E3%82%92%E6%BA%96%E5%82%99%E3%81%99%E3%82%8B\"><\/span><span style=\"font-size: 20px;\">\u30b3\u30b9\u30c8\u95a2\u6570\u3092\u6e96\u5099\u3059\u308b<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5148\u7a0b\u6c42\u3081\u305f\u5404\u9298\u67c4\u306e\u4e00\u65e5\u5f53\u305f\u308a\u306e\u5e7e\u4f55\u5e73\u5747\u30ea\u30bf\u30fc\u30f3\u3068\u5171\u5206\u6563\u884c\u5217\u3092\u3082\u3068\u306b\u3001PyQUBO\u3092\u4f7f\u3063\u3066\u6700\u9069\u5316\u306e\u305f\u3081\u306e\u30b3\u30b9\u30c8\u95a2\u6570\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\nfrom pyqubo import Array, Constraint, Placeholder, solve_qubo\n\nx = Array.create('x', shape=N, vartype='BINARY')# BINARY\u5909\u6570\n\nK = 1000 #\u6295\u8cc7\u984d\nconstr = (((np.dot(x,list_price_start))-0.9*K)\/10)**2 #\u4e88\u7b97\u5236\u7d04\n\n#\u30ea\u30bf\u30fc\u30f3\u306b\u95a2\u3059\u308b\u30b3\u30b9\u30c8\ncost = 0\nfor i in range(N):\n    cost = cost - w[i]*x[i]\n#\u30ea\u30b9\u30af\u306b\u95a2\u3059\u308b\u30b3\u30b9\u30c8\ncost2 = 0\nfor i in range(N):\n    for j in range(N):\n        cost2 = cost2 +x[i]*x[j]*np.sum((rates[i]-w[i])*(rates[j]-w[j]))\/len(rates[i])\n#\u30b3\u30b9\u30c8\u95a2\u6570\ncost_func = 2*cost + cost2 + Placeholder('a')*Constraint(constr, label='Kconstr') \nmodel = cost_func.compile()\nmax_coeff = np.max(abs(w))\n\n#\u5236\u7d04\u306e\u5f37\u3055\u3092\u8abf\u6574\u3059\u308b\nfeed_dict = {'a': 17.0*max_coeff}\nqubo, offset = model.to_qubo(feed_dict=feed_dict)\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E6%9C%80%E9%81%A9%E5%8C%96%E3%82%92%E5%AE%9F%E8%A1%8C%E3%81%99%E3%82%8B\"><\/span><span style=\"font-size: 20px;\">\u6700\u9069\u5316\u3092\u5b9f\u884c\u3059\u308b<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4eca\u56de\u306f\u3001SQA\uff08Simulated Quantum Annealing\uff09\u30e9\u30a4\u30d6\u30e9\u30ea\u30fc\u3067\u3042\u308bOpenJij\u3092\u5229\u7528\u3057\u3066\u6700\u9069\u5316\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\nfrom openjij import SQASampler\nsampler = SQASampler(num_sweeps=3000)\nR = 300\nsampleset = sampler.sample_qubo(qubo,num_reads=R)\nprint(sampleset.record)\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E5%90%84%E9%8A%98%E6%9F%84%E3%81%AE%E5%87%BA%E7%8F%BE%E9%A0%BB%E5%BA%A6\"><\/span><span style=\"font-size: 20px;\">\u5404\u9298\u67c4\u306e\u51fa\u73fe\u983b\u5ea6<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u5c0e\u304b\u308c\u308b\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306f\u4e00\u901a\u308a\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u4f55\u304b\u3057\u3089\u5de5\u592b\u3092\u3057\u3066\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30921\u3064\u306b\u78ba\u5b9a\u3057\u305f\u3044\u3068\u8003\u3048\u307e\u3057\u305f\u3002\u305d\u3053\u3067\u3001\u5404\u9298\u67c4\u306e\u51fa\u73fe\u983b\u5ea6\u3092\u504f\u5dee\u5024\u3067\u8a55\u4fa1\u3057\u3001\u51fa\u73fe\u983b\u5ea6\u306e\u9ad8\u3044\u9298\u67c4\u3067\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002\u305f\u3060\u3057\u3001\u4eca\u56de\u5b9f\u88c5\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u306f\u504f\u5dee\u5024\u3067\u8a55\u4fa1\u3059\u308b\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u5358\u306b\u3001\u51fa\u73fe\u56de\u6570\u3092\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u3060\u3051\u3067\u5341\u5206\u3067\u3059\u3002\u305f\u3060\u3001\u4eca\u5f8c\u306e\u5c55\u958b\u306e\u305f\u3081\u306b\u3053\u3053\u3067\u306f\u504f\u5dee\u5024\u3067\u8a55\u4fa1\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><span style=\"font-size: 20px;\"><strong>\u4eee\u5b9a<\/strong><\/span><\/p>\n<p>\u3053\u3053\u3067\u884c\u3063\u3066\u3044\u308b\u9298\u67c4\u9078\u5225\u306f\u4ee5\u4e0b\u306e\u4eee\u5b9a\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002<br \/>\n\u300c\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u3063\u3066\u6c42\u3081\u305f\u89e3\u306e\u4e2d\u306b\u306f\u3001\u826f\u3044\u9298\u67c4\u307b\u3069\u591a\u304f\u542b\u307e\u308c\u308b\u300d<br \/>\n\u4f8b\uff1aA,B,C,D,E\u306e5\u9298\u67c4\u304b\u30892\u9298\u67c4\u9078\u3076\u6700\u9069\u5316\u30925\u56de\u884c\u3063\u305f\u3068\u304d\u306e\u7d50\u679c\u304c\u4ee5\u4e0b\u306e\u3088\u3046\u3060\u3063\u305f\u3068\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u30010\u306f\u9298\u67c4\u304c\u9078\u3070\u308c\u306a\u304b\u3063\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u30011\u306f\u9078\u3070\u308c\u305f\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<table style=\"height: 35px; width: 70%; border-collapse: collapse;\">\n<tbody>\n<tr style=\"height: 10px;\">\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px; background-color: #636363;\"><span style=\"color: #ffffff;\">\u9298\u67c4<\/span><\/th>\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px; background-color: #636363;\"><span style=\"color: #ffffff;\">\u7d50\u679c1<\/span><\/th>\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px; background-color: #636363;\"><span style=\"color: #ffffff;\">\u7d50\u679c2<\/span><\/th>\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px; background-color: #636363;\"><span style=\"color: #ffffff;\">\u7d50\u679c3<\/span><\/th>\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px; background-color: #636363;\"><span style=\"color: #ffffff;\">\u7d50\u679c4<\/span><\/th>\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px; background-color: #636363;\"><span style=\"color: #ffffff;\">\u7d50\u679c5<\/span><\/th>\n<\/tr>\n<tr style=\"height: 5px;\">\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">a<\/th>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<\/tr>\n<tr style=\"height: 5px;\">\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">b<\/th>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<\/tr>\n<tr style=\"height: 5px;\">\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">c<\/th>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<\/tr>\n<tr style=\"height: 5px;\">\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">d<\/th>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<\/tr>\n<tr style=\"height: 5px;\">\n<th style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">e<\/th>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">0<\/td>\n<td style=\"text-align: center; vertical-align: middle; width: 10px; height: 3px;\">1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u3053\u306e\u3068\u304d\u3001\u9298\u67c4D\u306f\u4e00\u5ea6\u3082\u9078\u3070\u308c\u3066\u3044\u306a\u3044\u306e\u3067\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306b\u3068\u3063\u3066\u60aa\u3044\u9298\u67c4\u3060\u3068\u5224\u65ad\u3057\u30015\u56de\u4e2d4\u56de\u9078\u3070\u308c\u3066\u3044\u308b\u9298\u67c4B\u306f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306b\u3068\u3063\u3066\u826f\u3044\u9298\u67c4\u3060\u3068\u5224\u65ad\u3057\u307e\u3059\u3002<\/p>\n<p><span style=\"font-size: 20px;\"><strong>\u51fa\u73fe\u983b\u5ea6\u3092\u6c42\u3081\u308b<\/strong><\/span><\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\nrecord_avg = np.mean(record_count)\nrecord_std = np.std(record_count)\n\nDV = np.zeros(N)\nfor n in range(N):\n    DV[n] = (record_count[n] - record_avg)\/record_std*10 + 50\n    \nDV\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C%E3%82%92%E7%A2%BA%E8%AA%8D%E3%81%99%E3%82%8B\"><\/span><span style=\"font-size: 20px;\">\u5b9f\u884c\u7d50\u679c\u3092\u78ba\u8a8d\u3059\u308b<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u5148\u7a0b\u306e\u6700\u9069\u5316\u306e\u7d50\u679c\u3092\u3082\u3068\u306b\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001\u6700\u3082\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u4f4e\u3044\u72b6\u614b\u3068\u306a\u3063\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa(list_min)\u3068\u6700\u3082\u51fa\u73fe\u983b\u5ea6\u304c\u9ad8\u3044\u9298\u67c4\u3067\u69cb\u6210\u3057\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa(list_DV)\u306e2\u901a\u308a\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u69cb\u7bc9\u3057\u3001\u305d\u306e\u30ea\u30bf\u30fc\u30f3\u3068\u30ea\u30b9\u30af\u3092\u6bd4\u8f03\u30fb\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\n#list_min\u3092\u6c42\u3081\u308b\nx_min = min(sampleset.record.energy)\n\nfor n in range(R):\n    if sampleset.record.energy[n] == x_min:\n        list_min = sampleset.record.sample[n]\n\nlist_min_tiker = []\nfor n in range(N):\n        if list_min[n] == 1:\n            list_min_tiker.append(stockcodes[n])\n        \n#list_DV \u3092\u6c42\u3081\u308b   \nDV_best = sorted(DV, reverse=True)[:15]\n\nlist_DV = np.zeros(N)\nlist_DV_tiker = []\n\nfor k in range(N):\n    if np.dot(list_DV,list_price_start)&lt; K-200:\n        for n in range(N):\n            if DV[n] == DV_best[k]:\n                list_DV[n] = 1\n                list_DV_tiker.append(stockcodes[n])\nprint(list_min_tiker)\nprint(list_DV_tiker)\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C%E3%82%92%E8%A9%95%E4%BE%A1%E3%81%99%E3%82%8B\"><\/span><span style=\"font-size: 20px;\">\u5b9f\u884c\u7d50\u679c\u3092\u8a55\u4fa1\u3059\u308b<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6c42\u3081\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30ea\u30bf\u30fc\u30f3\u3068\u30ea\u30b9\u30af\u53ca\u3073\u521d\u671f\u6295\u8cc7\u984d\u3092\u8868\u793a\u3055\u305b\u307e\u3059\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\n#\u6700\u4f4e\u30b3\u30b9\u30c8\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\ncost2_return = 0\nfor i in range(N):\n    for j in range(N):\n        cost2_return = cost2_return +list_min[i]*list_min[j]*np.sum((rates[i]-w[i])*(rates[j]-w[j]))\/len(rates[i])      \n\ntotal_return = np.dot(list_price_end,list_opt)\/np.dot(list_price_start,list_opt)\nratio = total_return\/(cost2_return)\nassets = np.dot(list_price_start,list_min)\n\nprint('Return(%):')\nprint((total_return-1)*100)\nprint('Risk:')\nprint((cost2_return))\nprint(\"Ratio:\")\nprint(ratio)\nprint('Total Assets:')\nprint(assets)\n<\/code><\/pre>\n<pre class=\"line-numbers\"><code class=\"language-python\">\n#\u51fa\u73fe\u983b\u5ea6\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\ncost2_return = 0\nfor i in range(N):\n    for j in range(N):\n        cost2_return = cost2_return +list_DV[i]*list_DV[j]*np.sum((rates[i]-w[i])*(rates[j]-w[j]))\/len(rates[i])\n\ntotal_return = np.dot(list_price_end,list_DV)\/np.dot(list_price_start,list_DV)\nratio = total_return\/(cost2_return)\nassets = np.dot(list_price_start,list_DV)\n\nprint('Return(%):')\nprint((total_return-1)*100)\nprint('Risk:')\nprint((cost2_return))\nprint(\"Ratio:\")\nprint(ratio)\nprint('Total Assets:')\nprint(assets)\n<\/code><\/pre>\n<h2><span class=\"ez-toc-section\" id=\"%E8%B3%87%E7%94%A3%E6%8E%A8%E7%A7%BB%E3%81%AE%E5%8F%AF%E8%A6%96%E5%8C%96\"><\/span><span style=\"font-size: 20px;\">\u8cc7\u7523\u63a8\u79fb\u306e\u53ef\u8996\u5316<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u6c42\u3081\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u8cc7\u7523\u63a8\u79fb\u3092\u53ef\u8996\u5316\u3057\u3066\u3001\u3069\u306e\u3088\u3046\u306a\u4fa1\u683c\u5909\u52d5\u3092\u3057\u3066\u3044\u308b\u306e\u304b\u3092\u78ba\u304b\u3081\u307e\u3059\u3002<\/p>\n<p>\u6700\u3082\u30a8\u30cd\u30eb\u30ae\u30fc\u304c\u4f4e\u3044\u72b6\u614b\u3068\u306a\u3063\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u8cc7\u7523\u63a8\u79fb\u3092&#8221;min_energy&#8221;\u3068\u8868\u3057\u3001\u6700\u3082\u51fa\u73fe\u983b\u5ea6\u304c\u9ad8\u3044\u9298\u67c4\u3067\u69cb\u6210\u3057\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u8cc7\u7523\u63a8\u79fb\u3092&#8221;appearance_ratio&#8221;\u3068\u8868\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"line-numbers\"><code class=\"language-python\">\nw_assets = pd.DataFrame(np.vstack([list_min, list_DV]).T, index=df_price1.columns, columns=['min_energy', 'appearance_ratio'])\n#\u8cc7\u7523\u306e\u63a8\u79fb\npf_value = df_price1.dot(w_assets)\n#\u671f\u521d\u306e\u5024\u3067\u898f\u683c\u5316\npf_value.min_energy = pf_value.min_energy \/ pf_value.min_energy[0]\npf_value.appearance_ratio = pf_value.appearance_ratio \/ pf_value.appearance_ratio[0]\n#\u8cc7\u7523\u63a8\u79fb\u3092\u30b0\u30e9\u30d5\u3067\u8868\u793a\u3059\u308b\npf_value.plot(figsize=(9, 6))\n<\/code><\/pre>\n<h1><span class=\"ez-toc-section\" id=\"%E7%B5%90%E6%9E%9C%E3%83%BB%E3%83%90%E3%83%83%E3%82%AF%E3%83%86%E3%82%B9%E3%83%88\"><\/span><span style=\"font-size: 18pt;\">\u7d50\u679c\u30fb\u30d0\u30c3\u30af\u30c6\u30b9\u30c8<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u4eca\u56de\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306b\u3088\u3063\u3066\u6c42\u3081\u305f2\u7a2e\u985e\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u304c\u3001\u6700\u9069\u5316\u306e\u5bfe\u8c61\u9298\u67c4\u306e\u3082\u3068\u3068\u306a\u308b\u6307\u6570(DOW30 Index)\u3092\u4e0a\u56de\u308b\u3053\u3068\u304c\u3067\u304d\u305f\u306e\u304b\u3092\u691c\u8a3c\u3057\u307e\u3057\u305f\u3002\u4ee5\u4e0b\u306b\u306f\u30012020\u5e74\uff08\u4e0a\u6607\u76f8\u5834\uff09\u30682018\u5e74\uff08\u4e0b\u843d\u76f8\u5834\uff09\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306e\u5b9f\u884c\u7d50\u679c\u3068\u305d\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u9a13\u306f2\u56de\u884c\u3044\u3001\u5b9f\u884c\u7d50\u679c\u2460\u3001\u5b9f\u884c\u7d50\u679c\u2461\u3068\u3057\u3066\u7d50\u679c\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u203b\u88dc\u8db3\uff08\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u306f\uff09<\/strong><\/p>\n<p>\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3068\u306f\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u6709\u52b9\u6027\uff08\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3092\u6c42\u3081\u308b\u624b\u6cd5\u306e\u6709\u52b9\u6027\uff09\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306b\u3001\u904e\u53bb\u306e\u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306b\u9069\u7528\u3057\u3066\u3001\u305d\u306e\u7d50\u679c\uff08\u30ea\u30bf\u30fc\u30f3\u30fb\u30ea\u30b9\u30af\u306a\u3069\uff09\u3092\u78ba\u304b\u3081\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u3068\u304d\u3001\u69d8\u3005\u306a\u6642\u9593\u8ef8\u3067\u30d0\u30c3\u30af\u30c6\u30b9\u30c8\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u3088\u308a\u7cbe\u5ea6\u306e\u9ad8\u3044\u691c\u8a3c\u304c\u884c\u3048\u307e\u3059\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2020%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C\"><\/span><span style=\"font-size: 14pt;\">2020\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5b9f\u884c\u7d50\u679c<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div id=\"attachment_2973\" style=\"width: 510px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2973\" class=\"wp-image-2973\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/cc7675fd638b87f69b62e9bd580ce88b-722x1024.png\" alt=\"\" width=\"500\" height=\"709\" \/><p id=\"caption-attachment-2973\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<p>&nbsp;<\/p>\n<table style=\"height: 79px; width: 100%; border-collapse: collapse;\">\n<tbody>\n<tr style=\"height: 5px;\">\n<th style=\"width: 19.3283%; height: 32px; background-color: #8c8c8c; text-align: center; vertical-align: middle;\" rowspan=\"2\"><strong><span style=\"font-size: 10pt; color: #000000;\">\u00a0 \u00a0<\/span><\/strong><\/th>\n<th style=\"text-align: center; width: 40.4033%; height: 11px; vertical-align: middle; background-color: #636363;\" colspan=\"2\"><span style=\"font-size: 10pt; color: #ffffff;\">\u5b9f\u884c\u7d50\u679c\u2460<\/span><\/th>\n<th style=\"text-align: center; width: 208.128%; height: 11px; vertical-align: middle; background-color: #636363;\" colspan=\"2\"><span style=\"font-size: 10pt; color: #ffffff;\">\u5b9f\u884c\u7d50\u679c\u2461<\/span><\/th>\n<\/tr>\n<tr style=\"height: 24px;\">\n<th style=\"text-align: center; width: 20.4583%; height: 21px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u6700\u4f4e\u30b3\u30b9\u30c8<\/span><\/th>\n<th style=\"text-align: center; width: 19.945%; height: 21px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u51fa\u73fe\u983b\u5ea6<\/span><\/th>\n<th style=\"text-align: center; width: 20.1193%; height: 21px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u6700\u4f4e\u30b3\u30b9\u30c8<\/span><\/th>\n<th style=\"text-align: center; width: 188.009%; height: 21px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u51fa\u73fe\u983b\u5ea6<\/span><\/th>\n<\/tr>\n<tr style=\"height: 24px;\">\n<th style=\"width: 19.3283%; height: 10px; text-align: center; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">\u30ea\u30bf\u30fc\u30f3<\/span><\/th>\n<td style=\"text-align: center; width: 20.4583%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">18.75<\/span><\/td>\n<td style=\"text-align: center; width: 19.945%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">12.82<\/span><\/td>\n<td style=\"text-align: center; width: 20.1193%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">18.91<\/span><\/td>\n<td style=\"text-align: center; width: 188.009%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">16.29<\/span><\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<th style=\"width: 19.3283%; height: 10px; text-align: center; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">\u30ea\u30b9\u30af<\/span><\/th>\n<td style=\"text-align: center; width: 20.4583%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.03107<\/span><\/td>\n<td style=\"text-align: center; width: 19.945%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.01861<\/span><\/td>\n<td style=\"text-align: center; width: 20.1193%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.04001<\/span><\/td>\n<td style=\"text-align: center; width: 188.009%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.0<\/span><span style=\"font-size: 10pt; color: #000000;\">3042<\/span><\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<th style=\"width: 19.3283%; height: 27px; text-align: center; vertical-align: middle;\"><span style=\"font-size: 10pt;\"><span style=\"color: #000000;\">\u521d\u671f\u6295\u8cc7\u984d<\/span><\/span><\/th>\n<td style=\"text-align: center; width: 20.4583%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">902<\/span><span style=\"font-size: 10pt; color: #000000;\">.9<\/span><\/td>\n<td style=\"text-align: center; width: 19.945%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">810.7<\/span><\/td>\n<td style=\"text-align: center; width: 20.1193%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">1439.0<\/span><\/td>\n<td style=\"text-align: center; width: 188.009%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">8<\/span><span style=\"font-size: 10pt; color: #000000;\">65.4<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<h2><span class=\"ez-toc-section\" id=\"2020%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E3%81%AE%E3%83%90%E3%83%83%E3%82%AF%E3%83%86%E3%82%B9%E3%83%88\"><\/span><span style=\"font-size: 14pt;\">2020\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>2021\u5e74\u306e\u30c7\u30fc\u30bf\u3092\u9069\u7528\u3057\u305f\u7d50\u679c<\/strong><\/p>\n<p style=\"text-align: left;\">\u3000\u3000\u3000\u3000\u5b9f\u884c\u7d50\u679c\u2460<\/p>\n<div id=\"attachment_2595\" style=\"width: 561px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2595\" class=\"wp-image-2595\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2020-2021-1-1024x685.png\" alt=\"\" width=\"551\" height=\"369\" \/><p id=\"caption-attachment-2595\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<p style=\"text-align: left;\">\u3000\u3000\u3000\u3000\u5b9f\u884c\u7d50\u679c\u2461<\/p>\n<div id=\"attachment_2596\" style=\"width: 560px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2596\" class=\"wp-image-2596\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2020-2021-2-1024x696.png\" alt=\"\" width=\"550\" height=\"374\" \/><p id=\"caption-attachment-2596\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<ul>\n<li>2021\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u305f\u5834\u5408\u3001Dow30 Index \u3068\u540c\u7b49\u3082\u3057\u304f\u306f\u3001\u3084\u3084\u826f\u3044\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<li>\u6700\u4f4e\u30b3\u30b9\u30c8\u306b\u57fa\u3065\u304f\u3068\u51fa\u73fe\u983b\u5ea6\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u3067\u306f\u3001\u5b9f\u884c\u6bce\u306b\u512a\u52a3\u304c\u5165\u308c\u66ff\u308f\u308a\u8a55\u4fa1\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"2018%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E5%AE%9F%E8%A1%8C%E7%B5%90%E6%9E%9C\"><\/span><span style=\"font-size: 14pt;\">2018\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u5b9f\u884c\u7d50\u679c<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<div id=\"attachment_2978\" style=\"width: 510px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2978\" class=\"wp-image-2978\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/1efad1b5aa917a846fa5b3fc11367269-723x1024.png\" alt=\"\" width=\"500\" height=\"708\" \/><p id=\"caption-attachment-2978\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<p>&nbsp;<\/p>\n<table style=\"height: 82px; width: 100%; border-collapse: collapse;\">\n<tbody>\n<tr style=\"height: 5px;\">\n<th style=\"width: 15.942%; height: 35px; background-color: #8c8c8c; text-align: center; vertical-align: middle;\" rowspan=\"2\"><strong><span style=\"font-size: 10pt; color: #000000;\">\u00a0<\/span><\/strong><\/th>\n<th style=\"text-align: center; width: 39.9393%; height: 25px; vertical-align: middle; background-color: #636363;\" colspan=\"2\"><span style=\"font-size: 10pt; color: #ffffff;\">\u5b9f\u884c\u7d50\u679c\u2460<\/span><\/th>\n<th style=\"text-align: center; width: 443.463%; height: 25px; vertical-align: middle; background-color: #636363;\" colspan=\"2\"><span style=\"font-size: 10pt; color: #ffffff;\">\u5b9f\u884c\u7d50\u679c\u2461<\/span><\/th>\n<\/tr>\n<tr style=\"height: 10px;\">\n<th style=\"text-align: center; width: 19.9487%; height: 10px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u6700\u4f4e\u30b3\u30b9\u30c8<\/span><\/th>\n<th style=\"text-align: center; width: 19.9906%; height: 10px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u51fa\u73fe\u983b\u5ea6<\/span><\/th>\n<th style=\"text-align: center; width: 21.9216%; height: 10px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u6700\u4f4e\u30b3\u30b9\u30c8<\/span><\/th>\n<th style=\"text-align: center; width: 421.541%; height: 10px; vertical-align: middle; background-color: #636363;\"><span style=\"font-size: 10pt; color: #ffffff;\">\u51fa\u73fe\u983b\u5ea6<\/span><\/th>\n<\/tr>\n<tr style=\"height: 24px;\">\n<th style=\"width: 15.942%; text-align: center; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">\u30ea\u30bf\u30fc\u30f3<\/span><\/th>\n<td style=\"text-align: center; width: 19.9487%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">-0.414<\/span><\/td>\n<td style=\"text-align: center; width: 19.9906%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">1.60<\/span><\/td>\n<td style=\"text-align: center; width: 21.9216%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">-3.01<\/span><\/td>\n<td style=\"text-align: center; width: 421.541%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">-0.10<\/span><\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<th style=\"width: 15.942%; text-align: center; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">\u30ea\u30b9\u30af<\/span><\/th>\n<td style=\"text-align: center; width: 19.9487%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.01977<\/span><\/td>\n<td style=\"text-align: center; width: 19.9906%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.00731<\/span><\/td>\n<td style=\"text-align: center; width: 21.9216%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.01459<\/span><\/td>\n<td style=\"text-align: center; width: 421.541%; height: 10px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">0.01380<\/span><\/td>\n<\/tr>\n<tr style=\"height: 24px;\">\n<th style=\"width: 15.942%; text-align: center; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt;\">\u521d\u671f\u6295\u8cc7\u984d<\/span><\/th>\n<td style=\"text-align: center; width: 19.9487%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt;\">1172.6<\/span><\/td>\n<td style=\"text-align: center; width: 19.9906%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">890.8<\/span><\/td>\n<td style=\"text-align: center; width: 21.9216%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">1203.2<\/span><\/td>\n<td style=\"text-align: center; width: 421.541%; height: 27px; vertical-align: middle;\"><span style=\"font-size: 10pt; color: #000000;\">893.6<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2><span class=\"ez-toc-section\" id=\"2018%E5%B9%B4%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AB%E5%9F%BA%E3%81%A5%E3%81%8F%E3%83%9D%E3%83%BC%E3%83%88%E3%83%95%E3%82%A9%E3%83%AA%E3%82%AA%E3%81%AE%E3%83%90%E3%83%83%E3%82%AF%E3%83%86%E3%82%B9%E3%83%88\"><\/span><span style=\"font-size: 14pt;\">2018\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u30d0\u30c3\u30af\u30c6\u30b9\u30c8<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>2019\u5e74\u306e\u30c7\u30fc\u30bf\u3092\u9069\u7528\u3057\u305f\u7d50\u679c<\/strong><\/p>\n<p>\u5b9f\u884c\u7d50\u679c\u2460<\/p>\n<div id=\"attachment_2589\" style=\"width: 560px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2589\" class=\"wp-image-2589\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2018-2019-1-1024x679.png\" alt=\"\" width=\"550\" height=\"365\" \/><p id=\"caption-attachment-2589\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<p style=\"text-align: left;\">\u3000\u3000\u3000\u3000\u5b9f\u884c\u7d50\u679c\u2461<\/p>\n<div id=\"attachment_2590\" style=\"width: 594px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2590\" class=\"wp-image-2590\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2018-2019-2-1024x658.png\" alt=\"\" width=\"584\" height=\"376\" \/><p id=\"caption-attachment-2590\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<ul>\n<li>Dow30 Index \u3068\u540c\u7b49\u3082\u3057\u304f\u306f\u3001\u3084\u3084\u826f\u3044\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<li>\u6700\u4f4e\u30b3\u30b9\u30c8\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u51fa\u73fe\u983b\u5ea6\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u3067\u306f\u5b9f\u884c\u6bce\u306b\u512a\u52a3\u304c\u5165\u308c\u66ff\u308f\u308a\u3001\u512a\u52a3\u3092\u8a55\u4fa1\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/li>\n<\/ul>\n<p><strong>2020\u5e74\u306e\u30c7\u30fc\u30bf\u3092\u9069\u7528\u3057\u305f\u7d50\u679c<\/strong><\/p>\n<p style=\"padding-left: 80px;\">\u5b9f\u884c\u7d50\u679c\u2460<\/p>\n<div id=\"attachment_2591\" style=\"width: 560px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2591\" class=\"wp-image-2591\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2018-2020-1-1024x675.png\" alt=\"\" width=\"550\" height=\"362\" \/><p id=\"caption-attachment-2591\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<p style=\"text-align: left;\">\u3000\u3000\u3000\u3000\u5b9f\u884c\u7d50\u679c\u2461<\/p>\n<div id=\"attachment_2592\" style=\"width: 560px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2592\" class=\"wp-image-2592\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2018-2020-2-1024x686.png\" alt=\"\" width=\"550\" height=\"369\" \/><p id=\"caption-attachment-2592\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<ul>\n<li>Dow30 Index \u3088\u308a\u3082\u3001\u304b\u306a\u308a\u826f\u3044\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/li>\n<li>\u6700\u4f4e\u30b3\u30b9\u30c8\u306b\u57fa\u3065\u304f\u3088\u308a\u3082\u3001\u51fa\u73fe\u983b\u5ea6\u306b\u57fa\u3065\u304f\u304c\u512a\u4f4d\u306a\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u51fa\u73fe\u983b\u5ea6\u306b\u57fa\u3065\u304f\u306f\u5b9f\u884c\u6bce\u306e\u7d50\u679c\u304c\u5b89\u5b9a\u3057\u3066\u3044\u307e\u3057\u305f\u3002<\/li>\n<\/ul>\n<p><strong>2021\u5e74\u306e\u30c7\u30fc\u30bf\u3092\u9069\u7528\u3057\u305f\u7d50\u679c<\/strong><\/p>\n<p style=\"padding-left: 80px;\">\u5b9f\u884c\u7d50\u679c\u2460<\/p>\n<div id=\"attachment_2593\" style=\"width: 561px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2593\" class=\"wp-image-2593\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2018-2021-1-1024x689.png\" alt=\"\" width=\"551\" height=\"371\" \/><p id=\"caption-attachment-2593\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<p style=\"text-align: left;\">\u3000\u3000\u3000\u3000\u5b9f\u884c\u7d50\u679c\u2461<\/p>\n<div id=\"attachment_2594\" style=\"width: 578px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-2594\" class=\"wp-image-2594\" src=\"\/T-Wave\/wp-content\/uploads\/2022\/02\/2018-2021-2-1024x678.png\" alt=\"\" width=\"568\" height=\"376\" \/><p id=\"caption-attachment-2594\" class=\"wp-caption-text\">\u8cc7\u7523\u63a8\u79fb\u306e\u30b0\u30e9\u30d5\uff08\u7e26\u8ef8\u306f\u521d\u671f\u50241\u3067\u898f\u683c\u5316\u3055\u308c\u305f\u8cc7\u7523\u4fa1\u683c\u3092\u8868\u3057\u307e\u3059\uff09<\/p><\/div>\n<ul>\n<li><span style=\"font-size: 16px;\">Dow30 Index \u3088\u308a\u3082\u3001\u304b\u306a\u308a\u826f\u3044\u7d50\u679c\u3068\u306a\u308a\u307e\u3057\u305f\u3002<\/span><\/li>\n<li>\u6700\u4f4e\u30b3\u30b9\u30c8\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u51fa\u73fe\u983b\u5ea6\u306b\u57fa\u3065\u304f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3068\u3067\u306f\u5b9f\u884c\u6bce\u306b\u512a\u52a3\u304c\u5165\u308c\u66ff\u308f\u308a\u8a55\u4fa1\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span><span style=\"font-size: 14pt;\">\u307e\u3068\u3081<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u30b3\u30b9\u30c8\u304c\u6700\u5c0f\u306b\u306a\u308b\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306f\u3001\u7d50\u679c\u304c<b>\u5b89\u5b9a\u3057\u307e\u305b\u3093\u3067\u3057\u305f<\/b>\u304c\u3001\u51fa\u73fe\u983b\u5ea6\u3067\u8a55\u4fa1\u3057\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306f\u5b89\u5b9a\u3057\u3066Dow30Index\u3092<strong>\u4e0a\u56de\u308a\u307e\u3057\u305f<\/strong>\u3002<\/li>\n<li>\u5225\u306e\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u305f\u5834\u5408\u3067\u3082\u3001\u51fa\u73fe\u983b\u5ea6\u3067\u8a55\u4fa1\u3057\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306f\u3001Dow30Index\u3068<b>\u540c\u7b49\u3082\u3057\u304f\u306f\u3001<\/b><strong>\u4e0a\u56de\u308a\u307e\u3057\u305f<\/strong>\u3002<\/li>\n<li>\u5225\u306e\u5e74\u306e\u30c7\u30fc\u30bf\u306b\u9069\u7528\u3057\u305f\u5834\u5408\u306b\u304a\u3044\u3066\u3001\u5927\u304d\u304fDow30Index\u306b<b>\u8ca0\u3051\u308b\u3053\u3068\u306f\u307b\u3068\u3093\u3069\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f<\/b>\u3002<\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%8A%E5%BE%8C%E3%81%AE%E8%AA%B2%E9%A1%8C\"><\/span><span style=\"font-size: 14pt;\">\u4eca\u5f8c\u306e\u8ab2\u984c<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li>\u5404\u9298\u67c4\u9593\u306e\u5171\u5206\u6563\u3092\u30ea\u30b9\u30af\u306e\u5c3a\u5ea6\u306b\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u540c\u4e00\u9298\u67c4\u304c\u8907\u6570\u56de\u9078\u3070\u308c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u3002\u3067\u3059\u306e\u3067\u3001\u9298\u67c4\u3054\u3068\u306b\u682a\u4fa1\u304c\u7570\u306a\u308b\u3053\u3068\u3092\u8003\u616e\u3057\u3066\u3001\u540c\u4e00\u9298\u67c4\u304c\u8907\u6570\u56de\u9078\u3070\u308c\u308b\u3088\u3046\u306b\u30ea\u30b9\u30af\u3092\u8a2d\u5b9a\u3057\u305f\u3044\u3067\u3059\u3002<\/li>\n<li>\u500b\u4eba\u306e\u9078\u597d\u3092\u53cd\u6620\u3055\u305b\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5b9f\u88c5\u3067\u304d\u3066\u3044\u307e\u305b\u3093\u306e\u3067\u3001\u4eca\u5f8c\u5b9f\u88c5\u3057\u305f\u3044\u3067\u3059\u3002<\/li>\n<\/ul>\n<h1><span class=\"ez-toc-section\" id=\"%E6%9C%80%E5%BE%8C%E3%81%AB\"><\/span><span style=\"font-size: 18pt;\">\u6700\u5f8c\u306b<\/span><span class=\"ez-toc-section-end\"><\/span><\/h1>\n<h2><span class=\"ez-toc-section\" id=\"%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE%E3%83%BB%E3%82%B5%E3%82%A4%E3%83%88\"><\/span><span style=\"font-size: 14pt;\">\u53c2\u8003\u6587\u732e\u30fb\u30b5\u30a4\u30c8<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ul>\n<li><a href=\"https:\/\/altema.is.tohoku.ac.jp\/QA4U\/\">Quantum annealing for you<\/a><\/li>\n<li><a href=\"http:\/\/www.tfc.tohoku.ac.jp\/special\/qca\/20211218.html\">\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8<\/a><\/li>\n<li><a href=\"https:\/\/riskfolio-lib.readthedocs.io\/en\/latest\/#\">Riskfolio-Lib<\/a><\/li>\n<li><a href=\"https:\/\/www.nomura.co.jp\/terms\/\">\u91ce\u6751\u8b49\u5238\u3000\u8a3c\u5238\u7528\u8a9e\u96c6<\/a><\/li>\n<\/ul>\n<h2><span class=\"ez-toc-section\" id=\"%E6%9C%AC%E8%A8%98%E4%BA%8B%E3%81%AE%E6%8B%85%E5%BD%93%E8%80%85\"><\/span><span style=\"font-size: 14pt;\">\u672c\u8a18\u4e8b\u306e\u62c5\u5f53\u8005<\/span><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u9577\u624b\u665f\u4e5f<br \/>\n[mathjax]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4eca\u56de\u306f\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8\u306b\u53c2\u52a0\u3057\u305f\u969b\u306e\u767a\u8868\u5185\u5bb9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u7b46\u8005\u306f\u30c1\u30fc\u30e0T-QARD-QAPO\u3068\u3057\u3066\u53c2\u52a0\u3057\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u30a2\u30d7\u30ea\u3092\u69cb\u60f3\u3057\u3001\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3068\u306f\u3001\u30ea\u30b9\u30af\u3068\u30ea\u30bf\u30fc\u30f3\u3092\u8003\u616e\u3057\u3066\u3001\u6700\u9069\u306a\u8cc7\u7523\u306e\u7d44\u307f\u5408\u308f\u305b\uff08\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\uff09\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3067\u3059\u3002\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306b\u306f\u69d8\u3005\u306a\u7406\u8ad6\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u73fe\u4ee3\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u7406\u8ad6\u306b\u57fa\u3065\u3044\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3092\u884c\u3044\u307e\u3057\u305f\u3002<\/p>\n","protected":false},"author":9,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[4],"tags":[10,56,64,122,123],"class_list":["post-1987","post","type-post","status-publish","format-standard","hentry","category-hands-on","tag-d-wave","tag-56","tag-64","tag-122","tag-123"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316 - \u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8 - T-QARD Harbor<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/qard.is.tohoku.ac.jp\/T-Wave\/2022\/03\/05\/qasc_q-bull\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u3092\u7528\u3044\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316 - 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content=\"\u4eca\u56de\u306f\u3001\u91cf\u5b50\u30a2\u30cb\u30fc\u30ea\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30b3\u30f3\u30c6\u30b9\u30c8\u306b\u53c2\u52a0\u3057\u305f\u969b\u306e\u767a\u8868\u5185\u5bb9\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002\u7b46\u8005\u306f\u30c1\u30fc\u30e0T-QARD-QAPO\u3068\u3057\u3066\u53c2\u52a0\u3057\u3001\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306b\u95a2\u3059\u308b\u30a2\u30d7\u30ea\u3092\u69cb\u60f3\u3057\u3001\u767a\u8868\u3057\u307e\u3057\u305f\u3002\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3068\u306f\u3001\u30ea\u30b9\u30af\u3068\u30ea\u30bf\u30fc\u30f3\u3092\u8003\u616e\u3057\u3066\u3001\u6700\u9069\u306a\u8cc7\u7523\u306e\u7d44\u307f\u5408\u308f\u305b\uff08\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\uff09\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3067\u3059\u3002\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u306b\u306f\u69d8\u3005\u306a\u7406\u8ad6\u304c\u3042\u308a\u307e\u3059\u304c\u3001\u4eca\u56de\u306f\u73fe\u4ee3\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u7406\u8ad6\u306b\u57fa\u3065\u3044\u305f\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u6700\u9069\u5316\u3092\u884c\u3044\u307e\u3057\u305f\u3002\" 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