{"id":8224,"date":"2025-10-05T08:39:18","date_gmt":"2025-10-05T08:39:18","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=8224"},"modified":"2025-10-05T08:39:18","modified_gmt":"2025-10-05T08:39:18","slug":"%e6%8a%95%e8%b3%87%e3%81%a7%e7%a0%b4%e7%94%a3%e3%81%97%e3%81%aa%e3%81%84%e3%81%9f%e3%82%81%e3%81%ae%e6%95%b0%e5%ad%a6%ef%bc%9a%e3%82%b1%e3%83%aa%e3%83%bc%e5%9f%ba%e6%ba%96%e3%82%92%e7%90%86%e8%a7%a3","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/8224\/","title":{"rendered":"\u6295\u8cc7\u3067\u7834\u7523\u3057\u306a\u3044\u305f\u3081\u306e\u6570\u5b66\uff1a\u30b1\u30ea\u30fc\u57fa\u6e96\u3092\u7406\u89e3\u3059\u308b #Python &#8211; Qiita"},"content":{"rendered":"\n<\/p>\n<div>\n<h2 data-sourcepos=\"3:1-3:69\">\n<span id=\"\u306f\u3058\u3081\u306b\u306a\u305c\u512a\u79c0\u306a\u30c8\u30ec\u30fc\u30c0\u30fc\u3082\u7834\u7523\u3059\u308b\u306e\u304b\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%81%AF%E3%81%98%E3%82%81%E3%81%AB%E3%81%AA%E3%81%9C%E5%84%AA%E7%A7%80%E3%81%AA%E3%83%88%E3%83%AC%E3%83%BC%E3%83%80%E3%83%BC%E3%82%82%E7%A0%B4%E7%94%A3%E3%81%99%E3%82%8B%E3%81%AE%E3%81%8B\"><i class=\"fa fa-link\"\/><\/a>\u306f\u3058\u3081\u306b\uff1a\u306a\u305c\u512a\u79c0\u306a\u30c8\u30ec\u30fc\u30c0\u30fc\u3082\u7834\u7523\u3059\u308b\u306e\u304b<\/h2>\n<p data-sourcepos=\"5:1-5:312\">\u6295\u8cc7\u306e\u4e16\u754c\u306b\u306f\u4e0d\u601d\u8b70\u306a\u73fe\u8c61\u304c\u3042\u308a\u307e\u3059\u3002\u52dd\u7387\u304c55%\u3082\u3042\u308b\u3001\u3064\u307e\u308a\u8ca0\u3051\u308b\u3088\u308a\u52dd\u3064\u65b9\u304c\u591a\u3044\u30c8\u30ec\u30fc\u30c0\u30fc\u304c\u3001\u306a\u305c\u304b\u7834\u7523\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u540c\u3058\u52dd\u7387\u3067\u3082\u7740\u5b9f\u306b\u8cc7\u7523\u3092\u5897\u3084\u3057\u7d9a\u3051\u308b\u6295\u8cc7\u5bb6\u3082\u3044\u307e\u3059\u3002\u3053\u306e\u9055\u3044\u306f\u4f55\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p data-sourcepos=\"7:1-7:325\">\u7b54\u3048\u306f\u300c<strong>\u30dd\u30b8\u30b7\u30e7\u30f3\u30b5\u30a4\u30ba<\/strong>\u300d\u306b\u3042\u308a\u307e\u3059\u3002\u3069\u3093\u306a\u306b\u512a\u308c\u305f\u6295\u8cc7\u6226\u7565\u3092\u6301\u3063\u3066\u3044\u3066\u3082\u3001\u4e00\u5ea6\u306b\u8ced\u3051\u308b\u91d1\u984d\u3092\u9593\u9055\u3048\u308c\u3070\u3001\u6700\u7d42\u7684\u306b\u306f\u8cc7\u7523\u3092\u5931\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u9006\u306b\u3001\u52dd\u7387\u304c\u305d\u3053\u305d\u3053\u3067\u3082\u3001\u9069\u5207\u306a\u8cc7\u91d1\u7ba1\u7406\u3092\u3059\u308c\u3070\u9577\u671f\u7684\u306b\u6210\u529f\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n<p data-sourcepos=\"9:1-9:351\">\u3053\u306e\u8a18\u4e8b\u3067\u306f\u30011956\u5e74\u306b\u30d9\u30eb\u7814\u7a76\u6240\u306e\u30b8\u30e7\u30f3\u30fbL\u30fb\u30b1\u30ea\u30fc\u30fb\u30b8\u30e5\u30cb\u30a2\u304c\u767a\u898b\u3057\u305f\u300c<strong>\u30b1\u30ea\u30fc\u57fa\u6e96\uff08Kelly Criterion\uff09<\/strong>\u300d\u306b\u3064\u3044\u3066\u3001Python\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u4ea4\u3048\u306a\u304c\u3089\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u306e\u6570\u5b66\u7684\u624b\u6cd5\u306f\u3001\u9577\u671f\u7684\u306b\u6700\u3082\u52b9\u7387\u3088\u304f\u8cc7\u7523\u3092\u5897\u3084\u3059\u305f\u3081\u306e\u8ced\u3051\u91d1\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n<div data-sourcepos=\"11:1-17:3\" class=\"note info\">\n<span class=\"fa fa-fw fa-check-circle\"\/><\/p>\n<div>\n<p data-sourcepos=\"12:1-12:30\">\u3053\u306e\u8a18\u4e8b\u3067\u5b66\u3079\u308b\u3053\u3068<\/p>\n<ul data-sourcepos=\"13:1-16:38\">\n<li data-sourcepos=\"13:1-13:47\">\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u6570\u5b66\u7684\u306a\u610f\u5473\u3068\u516c\u5f0f<\/li>\n<li data-sourcepos=\"14:1-14:47\">\u306a\u305c\u904e\u5270\u306a\u8ced\u3051\u304c\u7834\u7523\u3092\u62db\u304f\u306e\u304b<\/li>\n<li data-sourcepos=\"15:1-15:47\">Python\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306b\u3088\u308b\u5b9f\u8a3c<\/li>\n<li data-sourcepos=\"16:1-16:38\">\u5b9f\u8df5\u7684\u306a\u6295\u8cc7\u3078\u306e\u5fdc\u7528\u65b9\u6cd5<\/li>\n<\/ul>\n<\/div>\n<\/div>\n<h2 data-sourcepos=\"19:1-19:66\">\n<span id=\"\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u57fa\u672c\u30b7\u30f3\u30d7\u30eb\u306a\u4f8b\u304b\u3089\u7406\u89e3\u3059\u308b\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%82%B1%E3%83%AA%E3%83%BC%E5%9F%BA%E6%BA%96%E3%81%AE%E5%9F%BA%E6%9C%AC%E3%82%B7%E3%83%B3%E3%83%97%E3%83%AB%E3%81%AA%E4%BE%8B%E3%81%8B%E3%82%89%E7%90%86%E8%A7%A3%E3%81%99%E3%82%8B\"><i class=\"fa fa-link\"\/><\/a>\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u57fa\u672c\uff1a\u30b7\u30f3\u30d7\u30eb\u306a\u4f8b\u304b\u3089\u7406\u89e3\u3059\u308b<\/h2>\n<p data-sourcepos=\"21:1-21:328\">\u307e\u305a\u3001\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u306a\u8ced\u3051\u306e\u30b2\u30fc\u30e0\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u30b3\u30a4\u30f3\u3092\u6295\u3052\u3066\u3001\u8868\u304c\u51fa\u305f\u3089\u8ced\u3051\u91d1\u304c2\u500d\u306b\u306a\u308a\u3001\u88cf\u304c\u51fa\u305f\u3089\u8ced\u3051\u91d1\u3092\u5168\u3066\u5931\u3046\u3068\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u30b3\u30a4\u30f3\u306f\u666e\u901a\u306e\u30b3\u30a4\u30f3\u3067\u306f\u306a\u304f\u300155%\u306e\u78ba\u7387\u3067\u8868\u304c\u51fa\u308b\u3001\u3084\u3084\u6709\u5229\u306a\u30b3\u30a4\u30f3\u3067\u3059\u3002<\/p>\n<p data-sourcepos=\"23:1-23:147\">\u3042\u306a\u305f\u306e\u624b\u5143\u306b\u306f100\u4e07\u5186\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30b2\u30fc\u30e0\u3092250\u56de\u7e70\u308a\u8fd4\u3059\u3068\u304d\u3001\u6bce\u56de\u3044\u304f\u3089\u8ced\u3051\u308b\u306e\u304c\u6700\u9069\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n<p data-sourcepos=\"25:1-25:264\">\u76f4\u611f\u7684\u306b\u306f\u300c\u52dd\u7387\u304c55%\u3082\u3042\u308b\u306a\u3089\u3001\u305f\u304f\u3055\u3093\u8ced\u3051\u305f\u65b9\u304c\u5132\u304b\u308b\u300d\u3068\u8003\u3048\u308b\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u306f\u5927\u304d\u306a\u9593\u9055\u3044\u3067\u3059\u3002\u5b9f\u969b\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u3066\u307f\u308b\u3068\u3001\u9a5a\u304f\u3079\u304d\u7d50\u679c\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"27:1-27:28\">\n<span id=\"\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u516c\u5f0f\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%82%B1%E3%83%AA%E3%83%BC%E5%9F%BA%E6%BA%96%E3%81%AE%E5%85%AC%E5%BC%8F\"><i class=\"fa fa-link\"\/><\/a>\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u516c\u5f0f<\/h3>\n<p data-sourcepos=\"29:1-29:51\">\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u516c\u5f0f\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\uff1a<\/p>\n<p data-sourcepos=\"35:1-35:12\">\u3053\u3053\u3067\u3001<\/p>\n<ul data-sourcepos=\"36:1-40:0\">\n<li data-sourcepos=\"36:1-36:49\">$f^*$\uff1a\u8cc7\u7523\u306b\u5bfe\u3057\u3066\u8ced\u3051\u308b\u3079\u304d\u5272\u5408<\/li>\n<li data-sourcepos=\"37:1-37:14\">$p$\uff1a\u52dd\u7387<\/li>\n<li data-sourcepos=\"38:1-38:22\">$q = 1 &#8211; p$\uff1a\u8ca0\u7387<\/li>\n<li data-sourcepos=\"39:1-40:0\">$b$\uff1a\u30aa\u30c3\u30ba\uff08\u3053\u306e\u4f8b\u3067\u306f1\u3001\u3064\u307e\u308a\u52dd\u3066\u30702\u500d\uff09<\/li>\n<\/ul>\n<p data-sourcepos=\"41:1-41:72\">\u79c1\u305f\u3061\u306e\u4f8b\uff08\u52dd\u738755%\u30011:1\u306e\u30aa\u30c3\u30ba\uff09\u306b\u5f53\u3066\u306f\u3081\u308b\u3068\uff1a<\/p>\n<div class=\"code-frame\" data-lang=\"math\" data-sourcepos=\"43:1-45:3\">\n<div class=\"highlight\">\n<pre><code>f^* = \\frac{1 \\times 0.55 - 0.45}{1} = 0.10\n<\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"47:1-47:91\">\u3064\u307e\u308a\u3001<strong>\u6bce\u56de\u8cc7\u7523\u306e10%\u3092\u8ced\u3051\u308b\u306e\u304c\u6700\u9069<\/strong>\u3068\u3044\u3046\u7d50\u679c\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<div data-sourcepos=\"49:1-52:3\" class=\"note warn\">\n<span class=\"fa fa-fw fa-exclamation-circle\"\/><\/p>\n<div>\n<p data-sourcepos=\"50:1-51:120\">\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8<br \/>\u52dd\u738755%\u3067\u3082\u3001\u6700\u9069\u306a\u8ced\u3051\u7387\u306f\u308f\u305a\u304b10%\u3067\u3059\u3002\u76f4\u611f\u3088\u308a\u3082\u306f\u308b\u304b\u306b\u63a7\u3048\u3081\u306a\u5024\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<h2 data-sourcepos=\"54:1-54:48\">\n<span id=\"python\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u78ba\u304b\u3081\u308b\" class=\"fragment\"\/><a target=\"_blank\" href=\"#python%E3%82%B7%E3%83%9F%E3%83%A5%E3%83%AC%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%A7%E7%A2%BA%E3%81%8B%E3%82%81%E3%82%8B\"><i class=\"fa fa-link\"\/><\/a>Python\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u78ba\u304b\u3081\u308b<\/h2>\n<p data-sourcepos=\"56:1-56:234\">\u7406\u8ad6\u3060\u3051\u3067\u306f\u5b9f\u611f\u304c\u6e67\u304d\u306b\u304f\u3044\u306e\u3067\u3001\u5b9f\u969b\u306b\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\u63d0\u4f9b\u3055\u308c\u305f\u30b3\u30fc\u30c9\u306f\u3001\u7570\u306a\u308b\u8ced\u3051\u7387\u3067\u4f55\u5343\u56de\u3082\u30b2\u30fc\u30e0\u3092\u7e70\u308a\u8fd4\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u8996\u899a\u5316\u3057\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"58:1-58:28\">\n<span id=\"\u30b1\u30ea\u30fc\u4fc2\u6570\u306e\u8a08\u7b97\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%82%B1%E3%83%AA%E3%83%BC%E4%BF%82%E6%95%B0%E3%81%AE%E8%A8%88%E7%AE%97\"><i class=\"fa fa-link\"\/><\/a>\u30b1\u30ea\u30fc\u4fc2\u6570\u306e\u8a08\u7b97<\/h3>\n<div class=\"code-frame\" data-lang=\"python\" data-sourcepos=\"60:1-73:3\">\n<p><span class=\"bold\">kelly_fraction.py<\/span><\/p>\n<div class=\"highlight\">\n<pre><code><span class=\"k\">def<\/span> <span class=\"nf\">kelly_fraction<\/span><span class=\"p\">(<\/span><span class=\"n\">p<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span><span class=\"p\">,<\/span> <span class=\"n\">b<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">1.0<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">float<\/span><span class=\"p\">:<\/span>\n    <span class=\"sh\">\"\"\"<\/span><span class=\"s\">\u30b1\u30ea\u30fc\u4fc2\u6570\u3092\u8a08\u7b97\u3059\u308b\u95a2\u6570\n    \n    Args:\n        p: \u52dd\u7387\n        b: \u30aa\u30c3\u30ba\uff08\u52dd\u3063\u305f\u6642\u306e\u500d\u7387 - 1\uff09\n    \n    Returns:\n        \u6700\u9069\u306a\u8ced\u3051\u7387\n    <\/span><span class=\"sh\">\"\"\"<\/span>\n    <span class=\"n\">q<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">1.0<\/span> <span class=\"o\">-<\/span> <span class=\"n\">p<\/span>  <span class=\"c1\"># \u8ca0\u7387\n<\/span>    <span class=\"nf\">return <\/span><span class=\"p\">(<\/span><span class=\"n\">b<\/span> <span class=\"o\">*<\/span> <span class=\"n\">p<\/span> <span class=\"o\">-<\/span> <span class=\"n\">q<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/<\/span> <span class=\"n\">b<\/span>\n<\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"75:1-75:263\">\u3053\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u30015000\u56de\u306e\u8a66\u884c\u3092\u884c\u3044\u3001\u305d\u308c\u305e\u308c\u306e\u8ced\u3051\u7387\u304c\u3069\u306e\u3088\u3046\u306a\u7d50\u679c\u3092\u3082\u305f\u3089\u3059\u304b\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002\u91cd\u8981\u306a\u306e\u306f\u3001\u5e73\u5747\u5024\u3067\u306f\u306a\u304f\u300c<strong>\u671f\u5f85\u5bfe\u6570\u6210\u9577\u7387<\/strong>\u300d\u3068\u3044\u3046\u6307\u6a19\u3092\u4f7f\u3046\u3053\u3068\u3067\u3059\u3002<\/p>\n<h3 data-sourcepos=\"77:1-77:43\">\n<span id=\"\u306a\u305c\u5bfe\u6570\u6210\u9577\u7387\u304c\u91cd\u8981\u306a\u306e\u304b\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%81%AA%E3%81%9C%E5%AF%BE%E6%95%B0%E6%88%90%E9%95%B7%E7%8E%87%E3%81%8C%E9%87%8D%E8%A6%81%E3%81%AA%E3%81%AE%E3%81%8B\"><i class=\"fa fa-link\"\/><\/a>\u306a\u305c\u5bfe\u6570\u6210\u9577\u7387\u304c\u91cd\u8981\u306a\u306e\u304b<\/h3>\n<p data-sourcepos=\"79:1-79:294\">\u6295\u8cc7\u306e\u4e16\u754c\u3067\u306f\u3001\u5358\u7d14\u306a\u5e73\u5747\u5229\u76ca\u3067\u306f\u306a\u304f\u300c<strong>\u8907\u5229\u52b9\u679c<\/strong>\u300d\u304c\u91cd\u8981\u3067\u3059\u3002100\u4e07\u5186\u304c2\u500d\u306b\u306a\u3063\u3066200\u4e07\u5186\u306b\u306a\u308a\u3001\u305d\u308c\u304c\u307e\u305f2\u500d\u306b\u306a\u308c\u3070400\u4e07\u5186\u3067\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u4e57\u6cd5\u7684\u306a\u6210\u9577\u3092\u9069\u5207\u306b\u6271\u3046\u306b\u306f\u3001\u5bfe\u6570\u3092\u4f7f\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"81:1-81:57\">\u671f\u5f85\u5bfe\u6570\u6210\u9577\u7387\u306f\u4ee5\u4e0b\u306e\u5f0f\u3067\u8868\u3055\u308c\u307e\u3059\uff1a<\/p>\n<div class=\"code-frame\" data-lang=\"math\" data-sourcepos=\"83:1-85:3\">\n<div class=\"highlight\">\n<pre><code>g(f) = p \\log(1 + bf) + (1-p) \\log(1 - f)\n<\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"87:1-87:228\">\u3053\u306e\u95a2\u6570\u3092\u6700\u5927\u5316\u3059\u308b $f$ \u304c\u3001\u30b1\u30ea\u30fc\u4fc2\u6570 $f^*$ \u306b\u306a\u308a\u307e\u3059\u3002\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u306e\u5de6\u5074\u306e\u30b0\u30e9\u30d5\u3092\u898b\u308b\u3068\u3001\u307e\u3055\u306b\u3053\u306e\u7406\u8ad6\u901a\u308a\u306e\u66f2\u7dda\u304c\u63cf\u304b\u308c\u3066\u3044\u308b\u306e\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<h2 data-sourcepos=\"89:1-89:67\">\n<span id=\"\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u304c\u6559\u3048\u308b3\u3064\u306e\u91cd\u8981\u306a\u6559\u8a13\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%82%B7%E3%83%9F%E3%83%A5%E3%83%AC%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E7%B5%90%E6%9E%9C%E3%81%8C%E6%95%99%E3%81%88%E3%82%8B3%E3%81%A4%E3%81%AE%E9%87%8D%E8%A6%81%E3%81%AA%E6%95%99%E8%A8%93\"><i class=\"fa fa-link\"\/><\/a>\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u304c\u6559\u3048\u308b3\u3064\u306e\u91cd\u8981\u306a\u6559\u8a13<\/h2>\n<p data-sourcepos=\"91:1-91:201\">![Kelly Explainer \u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c]<a target=\"_blank\" href=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F3910017%2F1bbf9a2b-6a0d-4aeb-9469-486346c16724.png?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;s=8b83661d3a501196e0b42081a9b6dfa4\" target=\"_blank\" rel=\"nofollow noopener\"><img decoding=\"async\" src=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F3910017%2F1bbf9a2b-6a0d-4aeb-9469-486346c16724.png?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;s=8b83661d3a501196e0b42081a9b6dfa4\" alt=\"Screenshot from 2025-10-04 15-45-46.png\" srcset=\"https:\/\/qiita-user-contents.imgix.net\/https%3A%2F%2Fqiita-image-store.s3.ap-northeast-1.amazonaws.com%2F0%2F3910017%2F1bbf9a2b-6a0d-4aeb-9469-486346c16724.png?ixlib=rb-4.0.0&amp;auto=format&amp;gif-q=60&amp;q=75&amp;w=1400&amp;fit=max&amp;s=3779f9474ec4954483ead72dab1b2821 1x\" data-canonical-src=\"https:\/\/qiita-image-store.s3.ap-northeast-1.amazonaws.com\/0\/3910017\/1bbf9a2b-6a0d-4aeb-9469-486346c16724.png\" loading=\"lazy\"\/><\/a><\/p>\n<h3 data-sourcepos=\"94:1-94:73\">\n<span id=\"\u7b2c\u4e00\u306e\u6559\u8a13\u6700\u9069\u5024\u3092\u8d85\u3048\u308b\u3068\u6210\u9577\u7387\u304c\u6025\u964d\u4e0b\u3059\u308b\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E7%AC%AC%E4%B8%80%E3%81%AE%E6%95%99%E8%A8%93%E6%9C%80%E9%81%A9%E5%80%A4%E3%82%92%E8%B6%85%E3%81%88%E3%82%8B%E3%81%A8%E6%88%90%E9%95%B7%E7%8E%87%E3%81%8C%E6%80%A5%E9%99%8D%E4%B8%8B%E3%81%99%E3%82%8B\"><i class=\"fa fa-link\"\/><\/a>\u7b2c\u4e00\u306e\u6559\u8a13\uff1a\u6700\u9069\u5024\u3092\u8d85\u3048\u308b\u3068\u6210\u9577\u7387\u304c\u6025\u964d\u4e0b\u3059\u308b<\/h3>\n<p data-sourcepos=\"96:1-96:252\">\u30b0\u30e9\u30d5\u306e\u5de6\u5074\u306e\u30d1\u30cd\u30eb\u3092\u6ce8\u610f\u6df1\u304f\u898b\u3066\u304f\u3060\u3055\u3044\u3002\u9752\u3044\u5b9f\u7dda\u304c\u5b9f\u969b\u306e\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u7d50\u679c\u3001\u30aa\u30ec\u30f3\u30b8\u306e\u70b9\u7dda\u304c\u7406\u8ad6\u5024\u3067\u3059\u3002\u4e21\u8005\u306f\u307b\u307c\u5b8c\u5168\u306b\u4e00\u81f4\u3057\u3066\u304a\u308a\u3001\u7406\u8ad6\u306e\u6b63\u3057\u3055\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"98:1-98:324\">\u8208\u5473\u6df1\u3044\u306e\u306f\u3001\u30b1\u30ea\u30fc\u4fc2\u6570\uff08\u3053\u306e\u5834\u54080.10\uff09\u306e\u3068\u3053\u308d\u3067\u6210\u9577\u7387\u304c\u6700\u5927\u306b\u306a\u308a\u3001\u305d\u308c\u3092\u8d85\u3048\u308b\u3068\u6025\u6fc0\u306b\u4e0b\u304c\u308b\u3053\u3068\u3067\u3059\u3002\u4f8b\u3048\u3070\u30012\u500d\u306e0.20\u3092\u8ced\u3051\u308b\u3068\u3001\u6210\u9577\u7387\u306f\u30de\u30a4\u30ca\u30b9\u306b\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u9577\u671f\u7684\u306b\u306f\u78ba\u5b9f\u306b\u8cc7\u7523\u304c\u6e1b\u3063\u3066\u3044\u304f\u306e\u3067\u3059\u3002<\/p>\n<div data-sourcepos=\"100:1-103:3\" class=\"note alert\">\n<span class=\"fa fa-fw fa-times-circle\"\/><\/p>\n<div>\n<p data-sourcepos=\"101:1-102:270\">\u52dd\u738755%\u3067\u308220%\u8ced\u3051\u308b\u3068\u640d\u3092\u3059\u308b<br \/>\u300c\u52dd\u7387\u304c55%\u3082\u3042\u308b\u306e\u306b\u300120%\u8ced\u3051\u305f\u3089\u640d\u3092\u3059\u308b\u300d\u3068\u3044\u3046\u306e\u306f\u4e0d\u601d\u8b70\u306b\u601d\u3048\u308b\u3067\u3057\u3087\u3046\u3002\u3057\u304b\u3057\u3001\u3053\u308c\u304c\u8907\u5229\u306e\u6050\u308d\u3057\u3055\u3067\u3059\u3002\u4e00\u5ea6\u5927\u304d\u304f\u8ca0\u3051\u308b\u3068\u3001\u305d\u308c\u3092\u53d6\u308a\u623b\u3059\u306e\u306b\u4f55\u500d\u3082\u306e\u5229\u76ca\u304c\u5fc5\u8981\u306b\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<h3 data-sourcepos=\"105:1-105:73\">\n<span id=\"\u7b2c\u4e8c\u306e\u6559\u8a13\u904e\u5270\u306a\u8ced\u3051\u306f\u7834\u6ec5\u7684\u306a\u640d\u5931\u3092\u3082\u305f\u3089\u3059\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E7%AC%AC%E4%BA%8C%E3%81%AE%E6%95%99%E8%A8%93%E9%81%8E%E5%89%B0%E3%81%AA%E8%B3%AD%E3%81%91%E3%81%AF%E7%A0%B4%E6%BB%85%E7%9A%84%E3%81%AA%E6%90%8D%E5%A4%B1%E3%82%92%E3%82%82%E3%81%9F%E3%82%89%E3%81%99\"><i class=\"fa fa-link\"\/><\/a>\u7b2c\u4e8c\u306e\u6559\u8a13\uff1a\u904e\u5270\u306a\u8ced\u3051\u306f\u7834\u6ec5\u7684\u306a\u640d\u5931\u3092\u3082\u305f\u3089\u3059<\/h3>\n<p data-sourcepos=\"107:1-107:205\">\u4e2d\u592e\u306e\u30b0\u30e9\u30d5\u306f\u3001\u3055\u3089\u306b\u885d\u6483\u7684\u306a\u4e8b\u5b9f\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u300c<strong>\u30c9\u30ed\u30fc\u30c0\u30a6\u30f3\u78ba\u7387<\/strong>\u300d\u3001\u3064\u307e\u308a\u8cc7\u7523\u304c\u4e00\u5b9a\u30ec\u30d9\u30eb\u4ee5\u4e0b\u306b\u843d\u3061\u8fbc\u3080\u78ba\u7387\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"109:1-109:309\">\u8d64\u3044\u5b9f\u7dda\u306f\u300c\u8cc7\u7523\u304c\u5143\u306e50%\u4ee5\u4e0b\u306b\u306a\u308b\u78ba\u7387\u300d\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30b1\u30ea\u30fc\u4fc2\u6570\u306e2\u500d\uff080.20\uff09\u3092\u8ced\u3051\u305f\u5834\u5408\u3001250\u56de\u306e\u30b2\u30fc\u30e0\u306e\u9593\u306b\u307b\u307c100%\u306e\u78ba\u7387\u3067\u8cc7\u7523\u304c\u534a\u5206\u4ee5\u4e0b\u306b\u306a\u308a\u307e\u3059\u3002\u7d2b\u306e\u70b9\u7dda\u3067\u793a\u3055\u308c\u308b\u300c80%\u306e\u640d\u5931\u300d\u3082\u3001\u9ad8\u3044\u78ba\u7387\u3067\u767a\u751f\u3057\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"111:1-111:246\">\u3053\u308c\u306f\u5358\u306a\u308b\u7406\u8ad6\u4e0a\u306e\u8a71\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b9f\u969b\u306e\u6295\u8cc7\u3067\u3082\u3001\u30ec\u30d0\u30ec\u30c3\u30b8\u3092\u52b9\u304b\u305b\u3059\u304e\u305f\u30c8\u30ec\u30fc\u30c0\u30fc\u304c\u3001\u4e00\u6642\u7684\u306b\u5927\u304d\u306a\u5229\u76ca\u3092\u4e0a\u3052\u305f\u5f8c\u3001\u4e00\u5ea6\u306e\u66b4\u843d\u3067\u5168\u3066\u3092\u5931\u3046\u4f8b\u306f\u5f8c\u3092\u7d76\u3061\u307e\u305b\u3093\u3002<\/p>\n<h3 data-sourcepos=\"113:1-113:70\">\n<span id=\"\u7b2c\u4e09\u306e\u6559\u8a13\u6642\u9593\u3068\u3068\u3082\u306b\u5dee\u306f\u6307\u6570\u95a2\u6570\u7684\u306b\u958b\u304f\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E7%AC%AC%E4%B8%89%E3%81%AE%E6%95%99%E8%A8%93%E6%99%82%E9%96%93%E3%81%A8%E3%81%A8%E3%82%82%E3%81%AB%E5%B7%AE%E3%81%AF%E6%8C%87%E6%95%B0%E9%96%A2%E6%95%B0%E7%9A%84%E3%81%AB%E9%96%8B%E3%81%8F\"><i class=\"fa fa-link\"\/><\/a>\u7b2c\u4e09\u306e\u6559\u8a13\uff1a\u6642\u9593\u3068\u3068\u3082\u306b\u5dee\u306f\u6307\u6570\u95a2\u6570\u7684\u306b\u958b\u304f<\/h3>\n<p data-sourcepos=\"115:1-115:190\">\u53f3\u5074\u306e\u30b0\u30e9\u30d5\u306f\u3001\u6700\u3082\u793a\u5506\u306b\u5bcc\u3080\u7d50\u679c\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u8cc7\u7523\u304c\u3069\u3046\u5909\u5316\u3059\u308b\u304b\u3092\u30013\u3064\u306e\u6226\u7565\u3067\u6bd4\u8f03\u3057\u305f\u3082\u306e\u3067\u3059\u3002<\/p>\n<div class=\"s_table\"><table data-sourcepos=\"117:1-121:86\">\n<thead>\n<tr data-sourcepos=\"117:1-117:31\">\n<th data-sourcepos=\"117:2-117:9\">\u6226\u7565<\/th>\n<th data-sourcepos=\"117:11-117:21\">\u8ced\u3051\u7387<\/th>\n<th data-sourcepos=\"117:23-117:30\">\u7279\u5fb4<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr data-sourcepos=\"119:1-119:83\">\n<td data-sourcepos=\"119:2-119:21\">\u30cf\u30fc\u30d5\u30b1\u30ea\u30fc<\/td>\n<td data-sourcepos=\"119:23-119:28\">0.05<\/td>\n<td data-sourcepos=\"119:30-119:82\">\u975e\u5e38\u306b\u5b89\u5b9a\u3057\u3066\u3044\u308b\u304c\u3001\u6210\u9577\u306f\u7de9\u3084\u304b<\/td>\n<\/tr>\n<tr data-sourcepos=\"120:1-120:71\">\n<td data-sourcepos=\"120:2-120:12\">\u30b1\u30ea\u30fc<\/td>\n<td data-sourcepos=\"120:14-120:19\">0.10<\/td>\n<td data-sourcepos=\"120:21-120:70\">\u30d0\u30e9\u30f3\u30b9\u304c\u53d6\u308c\u3066\u304a\u308a\u3001\u7740\u5b9f\u306b\u6210\u9577<\/td>\n<\/tr>\n<tr data-sourcepos=\"121:1-121:86\">\n<td data-sourcepos=\"121:2-121:21\">\u30c0\u30d6\u30eb\u30b1\u30ea\u30fc<\/td>\n<td data-sourcepos=\"121:23-121:28\">0.20<\/td>\n<td data-sourcepos=\"121:30-121:85\">\u6fc0\u3057\u304f\u5909\u52d5\u3057\u3001\u591a\u304f\u306e\u5834\u5408\u3067\u8cc7\u7523\u304c\u6e1b\u5c11<\/td>\n<\/tr>\n<\/tbody>\n<\/table><\/div>\n<p data-sourcepos=\"123:1-123:319\">\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001\u8272\u4ed8\u304d\u306e\u5e2f\u57df\u3067\u3059\u3002\u3053\u308c\u306f25\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u304b\u308975\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u307e\u3067\u306e\u7bc4\u56f2\u3001\u3064\u307e\u308a\u4e2d\u592e50%\u306e\u30b1\u30fc\u30b9\u304c\u3069\u306e\u7bc4\u56f2\u306b\u53ce\u307e\u308b\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30c0\u30d6\u30eb\u30b1\u30ea\u30fc\u306e\u5834\u5408\u3001\u3053\u306e\u7bc4\u56f2\u304c\u975e\u5e38\u306b\u5e83\u304f\u3001\u4e0d\u5b89\u5b9a\u3067\u3042\u308b\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"125:1-125:147\">\u6642\u9593\u304c\u7d4c\u3064\u306b\u3064\u308c\u3066\u3001\u9069\u5207\u306a\u8ced\u3051\u7387\u3068\u305d\u3046\u3067\u306a\u3044\u8ced\u3051\u7387\u306e\u5dee\u306f\u5287\u7684\u306b\u958b\u3044\u3066\u3044\u304d\u307e\u3059\u3002\u3053\u308c\u304c\u8907\u5229\u306e\u529b\u3067\u3059\u3002<\/p>\n<h2 data-sourcepos=\"127:1-127:60\">\n<span id=\"\u5b9f\u8df5\u3078\u306e\u5fdc\u7528\u7406\u8ad6\u3092\u73fe\u5b9f\u306e\u6295\u8cc7\u306b\u6d3b\u304b\u3059\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E5%AE%9F%E8%B7%B5%E3%81%B8%E3%81%AE%E5%BF%9C%E7%94%A8%E7%90%86%E8%AB%96%E3%82%92%E7%8F%BE%E5%AE%9F%E3%81%AE%E6%8A%95%E8%B3%87%E3%81%AB%E6%B4%BB%E3%81%8B%E3%81%99\"><i class=\"fa fa-link\"\/><\/a>\u5b9f\u8df5\u3078\u306e\u5fdc\u7528\uff1a\u7406\u8ad6\u3092\u73fe\u5b9f\u306e\u6295\u8cc7\u306b\u6d3b\u304b\u3059<\/h2>\n<p data-sourcepos=\"129:1-129:192\">\u3053\u3053\u307e\u3067\u306e\u8aac\u660e\u3067\u3001\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u7406\u8ad6\u306f\u7406\u89e3\u3067\u304d\u305f\u3068\u601d\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u5b9f\u969b\u306e\u6295\u8cc7\u306b\u5fdc\u7528\u3059\u308b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u8003\u616e\u4e8b\u9805\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"131:1-131:34\">\n<span id=\"\u52dd\u7387\u306e\u63a8\u5b9a\u3068\u3044\u3046\u96e3\u554f\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E5%8B%9D%E7%8E%87%E3%81%AE%E6%8E%A8%E5%AE%9A%E3%81%A8%E3%81%84%E3%81%86%E9%9B%A3%E5%95%8F\"><i class=\"fa fa-link\"\/><\/a>\u52dd\u7387\u306e\u63a8\u5b9a\u3068\u3044\u3046\u96e3\u554f<\/h3>\n<p data-sourcepos=\"133:1-133:240\">\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u6700\u5927\u306e\u5f31\u70b9\u306f\u3001\u6b63\u78ba\u306a\u52dd\u7387\u3092\u77e5\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u3067\u3059\u3002\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u52dd\u7387\u309255%\u3068\u8a2d\u5b9a\u3057\u307e\u3057\u305f\u304c\u3001\u5b9f\u969b\u306e\u6295\u8cc7\u3067\u306f\u52dd\u7387\u3092\u6b63\u78ba\u306b\u77e5\u308b\u3053\u3068\u306f\u307b\u307c\u4e0d\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p data-sourcepos=\"135:1-135:368\">\u3082\u3057\u52dd\u7387\u3092\u904e\u5927\u8a55\u4fa1\u3057\u305f\u3089\u3069\u3046\u306a\u308b\u3067\u3057\u3087\u3046\u304b\u3002\u4f8b\u3048\u3070\u3001\u672c\u5f53\u306e\u52dd\u7387\u306f50%\uff08\u3064\u307e\u308a\u512a\u4f4d\u6027\u304c\u306a\u3044\uff09\u306a\u306e\u306b\u300155%\u3060\u3068\u601d\u3044\u8fbc\u3093\u306710%\u3092\u8ced\u3051\u7d9a\u3051\u305f\u3068\u3057\u307e\u3059\u3002\u3053\u306e\u5834\u5408\u3001\u30b1\u30ea\u30fc\u57fa\u6e96\u306f $f^* = 0$ \u3092\u793a\u5506\u3059\u308b\u306f\u305a\u3067\u3059\u304c\u3001\u5b9f\u969b\u306b\u306f10%\u3092\u8ced\u3051\u3066\u3057\u307e\u3044\u3001\u9577\u671f\u7684\u306b\u306f\u78ba\u5b9f\u306b\u640d\u5931\u3092\u88ab\u308a\u307e\u3059\u3002<\/p>\n<div data-sourcepos=\"137:1-140:3\" class=\"note warn\">\n<span class=\"fa fa-fw fa-exclamation-circle\"\/><\/p>\n<div>\n<p data-sourcepos=\"138:1-139:245\">\u30cf\u30fc\u30d5\u30b1\u30ea\u30fc\u6226\u7565\u306e\u63a8\u5968<br \/>\u591a\u304f\u306e\u5b9f\u52d9\u5bb6\u304c\u300c\u30cf\u30fc\u30d5\u30b1\u30ea\u30fc\u300d\u307e\u305f\u306f\u300c\u30af\u30a9\u30fc\u30bf\u30fc\u30b1\u30ea\u30fc\u300d\u3092\u63a8\u5968\u3059\u308b\u7406\u7531\u306f\u3001\u7406\u8ad6\u4e0a\u306e\u6700\u9069\u5024\u306e\u534a\u5206\u3001\u3042\u308b\u3044\u306f4\u5206\u306e1\u3092\u8ced\u3051\u308b\u3053\u3068\u3067\u3001\u63a8\u5b9a\u8aa4\u5dee\u306b\u5bfe\u3059\u308b\u4fdd\u967a\u3092\u304b\u3051\u308b\u305f\u3081\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<h3 data-sourcepos=\"142:1-142:40\">\n<span id=\"\u8907\u6570\u306e\u6295\u8cc7\u6a5f\u4f1a\u304c\u3042\u308b\u5834\u5408\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E8%A4%87%E6%95%B0%E3%81%AE%E6%8A%95%E8%B3%87%E6%A9%9F%E4%BC%9A%E3%81%8C%E3%81%82%E3%82%8B%E5%A0%B4%E5%90%88\"><i class=\"fa fa-link\"\/><\/a>\u8907\u6570\u306e\u6295\u8cc7\u6a5f\u4f1a\u304c\u3042\u308b\u5834\u5408<\/h3>\n<p data-sourcepos=\"144:1-144:204\">\u5b9f\u969b\u306e\u6295\u8cc7\u3067\u306f\u3001\u5358\u4e00\u306e\u30b2\u30fc\u30e0\u3060\u3051\u3067\u306a\u304f\u3001\u8907\u6570\u306e\u6295\u8cc7\u6a5f\u4f1a\u304c\u5b58\u5728\u3057\u307e\u3059\u3002\u682a\u5f0f\u3001\u50b5\u5238\u3001\u5546\u54c1\u3001\u70ba\u66ff\u306a\u3069\u3001\u305d\u308c\u305e\u308c\u306b\u7570\u306a\u308b\u52dd\u7387\u3068\u30aa\u30c3\u30ba\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"146:1-146:259\">\u3053\u306e\u5834\u5408\u3001\u5404\u6295\u8cc7\u6a5f\u4f1a\u306b\u5bfe\u3057\u3066\u30b1\u30ea\u30fc\u57fa\u6e96\u3092\u9069\u7528\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u63a8\u5968\u30dd\u30b8\u30b7\u30e7\u30f3\u30b5\u30a4\u30ba\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u5358\u7d14\u306b\u5168\u3066\u3092\u5408\u8a08\u3059\u308b\u3068\u3001\u7dcf\u30dd\u30b8\u30b7\u30e7\u30f3\u304c100%\u3092\u5927\u304d\u304f\u8d85\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"148:1-148:320\">\u3053\u306e\u554f\u984c\u306b\u306f\u3001<strong>\u5236\u7d04\u4ed8\u304d\u6700\u9069\u5316<\/strong>\u3068\u3044\u3046\u6570\u5b66\u7684\u624b\u6cd5\u3067\u5bfe\u51e6\u3057\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u300c\u5168\u30dd\u30b8\u30b7\u30e7\u30f3\u306e\u5408\u8a08\u304c100%\u4ee5\u4e0b\u300d\u3068\u3044\u3046\u5236\u7d04\u306e\u4e0b\u3067\u3001\u671f\u5f85\u5bfe\u6570\u6210\u9577\u7387\u3092\u6700\u5927\u5316\u3059\u308b\u306e\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30e2\u30c0\u30f3\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u7406\u8ad6\u3068\u306e\u8208\u5473\u6df1\u3044\u63a5\u70b9\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"150:1-150:55\">\n<span id=\"\u5fc3\u7406\u7684\u306a\u5074\u9762\u7406\u8ad6\u3068\u5b9f\u8df5\u306e\u30ae\u30e3\u30c3\u30d7\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E5%BF%83%E7%90%86%E7%9A%84%E3%81%AA%E5%81%B4%E9%9D%A2%E7%90%86%E8%AB%96%E3%81%A8%E5%AE%9F%E8%B7%B5%E3%81%AE%E3%82%AE%E3%83%A3%E3%83%83%E3%83%97\"><i class=\"fa fa-link\"\/><\/a>\u5fc3\u7406\u7684\u306a\u5074\u9762\uff1a\u7406\u8ad6\u3068\u5b9f\u8df5\u306e\u30ae\u30e3\u30c3\u30d7<\/h3>\n<p data-sourcepos=\"152:1-152:264\">\u3069\u3093\u306a\u306b\u512a\u308c\u305f\u6570\u5b66\u7684\u624b\u6cd5\u3082\u3001\u5b9f\u8df5\u3067\u304d\u306a\u3051\u308c\u3070\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u5927\u304d\u306a\u8ab2\u984c\u306f\u3001\u63a8\u5968\u3055\u308c\u308b\u30dd\u30b8\u30b7\u30e7\u30f3\u30b5\u30a4\u30ba\u304c\u3001\u591a\u304f\u306e\u4eba\u306b\u3068\u3063\u3066\u5fc3\u7406\u7684\u306b\u53d7\u3051\u5165\u308c\u304c\u305f\u3044\u307b\u3069\u5927\u304d\u3044\u3053\u3068\u3067\u3059\u3002<\/p>\n<p data-sourcepos=\"154:1-154:313\">\u4f8b\u3048\u3070\u3001\u52dd\u738760%\u3001\u30aa\u30c3\u30ba2:1\u306e\u975e\u5e38\u306b\u6709\u5229\u306a\u6295\u8cc7\u6a5f\u4f1a\u304c\u3042\u3063\u305f\u3068\u3057\u307e\u3059\u3002\u30b1\u30ea\u30fc\u57fa\u6e96\u306f33%\u3001\u3064\u307e\u308a\u8cc7\u7523\u306e3\u5206\u306e1\u3092\u8ced\u3051\u308b\u3053\u3068\u3092\u63a8\u5968\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u8cc7\u7523\u306e3\u5206\u306e1\u3092\u5358\u4e00\u306e\u6295\u8cc7\u306b\u6295\u3058\u308b\u3053\u3068\u306b\u3001\u5fc3\u7406\u7684\u306a\u62b5\u6297\u3092\u611f\u3058\u308b\u4eba\u306f\u591a\u3044\u3067\u3057\u3087\u3046\u3002<\/p>\n<p data-sourcepos=\"156:1-156:325\">\u3053\u308c\u306f\u300c<strong>\u30ea\u30b9\u30af\u8a31\u5bb9\u5ea6<\/strong>\u300d\u306e\u554f\u984c\u3067\u3059\u3002\u6570\u5b66\u7684\u306b\u6700\u9069\u3067\u3042\u3063\u3066\u3082\u3001\u591c\u7720\u308c\u306a\u304f\u306a\u308b\u307b\u3069\u306e\u30ea\u30b9\u30af\u3092\u53d6\u308b\u3079\u304d\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30cf\u30fc\u30d5\u30b1\u30ea\u30fc\u3084\u30af\u30a9\u30fc\u30bf\u30fc\u30b1\u30ea\u30fc\u306f\u3001\u6570\u5b66\u7684\u52b9\u7387\u3092\u591a\u5c11\u72a0\u7272\u306b\u3057\u3066\u3082\u3001\u5fc3\u7406\u7684\u306a\u5b89\u5b9a\u3092\u5f97\u308b\u305f\u3081\u306e\u59a5\u5354\u70b9\u306a\u306e\u3067\u3059\u3002<\/p>\n<h2 data-sourcepos=\"158:1-158:60\">\n<span id=\"\u30b3\u30fc\u30c9\u306e\u8a73\u7d30\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u7d44\u307f\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%82%B3%E3%83%BC%E3%83%89%E3%81%AE%E8%A9%B3%E7%B4%B0%E3%82%B7%E3%83%9F%E3%83%A5%E3%83%AC%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3%E3%81%AE%E4%BB%95%E7%B5%84%E3%81%BF\"><i class=\"fa fa-link\"\/><\/a>\u30b3\u30fc\u30c9\u306e\u8a73\u7d30\uff1a\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u4ed5\u7d44\u307f<\/h2>\n<p data-sourcepos=\"160:1-160:180\">\u63d0\u4f9b\u3055\u308c\u305fPython\u30b3\u30fc\u30c9\u306f\u3001\u975e\u5e38\u306b\u6d17\u7df4\u3055\u308c\u305f\u65b9\u6cd5\u3067\u30b1\u30ea\u30fc\u57fa\u6e96\u3092\u30b7\u30df\u30e5\u30ec\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u90e8\u5206\u3092\u898b\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3 data-sourcepos=\"162:1-162:46\">\n<span id=\"\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%83%A2%E3%83%B3%E3%83%86%E3%82%AB%E3%83%AB%E3%83%AD%E3%82%B7%E3%83%9F%E3%83%A5%E3%83%AC%E3%83%BC%E3%82%B7%E3%83%A7%E3%83%B3\"><i class=\"fa fa-link\"\/><\/a>\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<\/h3>\n<div class=\"code-frame\" data-lang=\"python\" data-sourcepos=\"164:1-191:3\">\n<p><span class=\"bold\">run_simulation.py<\/span><\/p>\n<div class=\"highlight\">\n<pre><code><span class=\"k\">def<\/span> <span class=\"nf\">run_sim<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">p<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.55<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">T<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">250<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">N<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">5000<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">b<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">1.0<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">fractions<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">float<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"bp\">None<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">seed<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">42<\/span><span class=\"p\">,<\/span>\n<span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">Tuple<\/span><span class=\"p\">[<\/span><span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"n\">Dict<\/span><span class=\"p\">],<\/span> <span class=\"nb\">float<\/span><span class=\"p\">]:<\/span>\n    <span class=\"c1\"># \u5404\u8ced\u3051\u7387\u306b\u3064\u3044\u30665000\u56de\u306e\u8a66\u884c\u3092\u5b9f\u884c\n<\/span>    <span class=\"k\">for<\/span> <span class=\"n\">f<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">fractions<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">wealths<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">float<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"n\">log_growths<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">float<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        \n        <span class=\"k\">for<\/span> <span class=\"n\">i<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">N<\/span><span class=\"p\">):<\/span>\n            <span class=\"c1\"># \u5404\u8a66\u884c\u3067250\u56de\u306e\u30b2\u30fc\u30e0\u3092\u5b9f\u884c\n<\/span>            <span class=\"n\">w<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">1.0<\/span>  <span class=\"c1\"># \u521d\u671f\u8cc7\u7523\n<\/span>            <span class=\"n\">lg<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.0<\/span>  <span class=\"c1\"># \u5bfe\u6570\u6210\u9577\u7387\u306e\u7d2f\u7a4d\n<\/span>            \n            <span class=\"k\">for<\/span> <span class=\"n\">_<\/span> <span class=\"ow\">in<\/span> <span class=\"nf\">range<\/span><span class=\"p\">(<\/span><span class=\"n\">T<\/span><span class=\"p\">):<\/span>\n                <span class=\"k\">if<\/span> <span class=\"n\">rng<\/span><span class=\"p\">.<\/span><span class=\"nf\">random<\/span><span class=\"p\">()<\/span> <span class=\"o\"> <span class=\"n\">p<\/span><span class=\"p\">:<\/span>\n                    <span class=\"n\">factor<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">1.0<\/span> <span class=\"o\">+<\/span> <span class=\"n\">b<\/span> <span class=\"o\">*<\/span> <span class=\"n\">f<\/span>  <span class=\"c1\"># \u52dd\u3061\n<\/span>                <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n                    <span class=\"n\">factor<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">1.0<\/span> <span class=\"o\">-<\/span> <span class=\"n\">f<\/span>  <span class=\"c1\"># \u8ca0\u3051\n<\/span>                \n                <span class=\"n\">w<\/span> <span class=\"o\">*=<\/span> <span class=\"n\">factor<\/span>  <span class=\"c1\"># \u8cc7\u7523\u306e\u66f4\u65b0\n<\/span>                <span class=\"n\">lg<\/span> <span class=\"o\">+=<\/span> <span class=\"n\">math<\/span><span class=\"p\">.<\/span><span class=\"nf\">log<\/span><span class=\"p\">(<\/span><span class=\"n\">factor<\/span><span class=\"p\">)<\/span>  <span class=\"c1\"># \u5bfe\u6570\u6210\u9577\u7387\u306e\u7d2f\u7a4d\n<\/span><\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"193:1-193:334\">\u3053\u306e\u30b3\u30fc\u30c9\u306e\u5de7\u5999\u306a\u70b9\u306f\u3001\u7834\u7523\u306e\u6271\u3044\u3067\u3059\u3002\u8ced\u3051\u7387\u304c\u9ad8\u3059\u304e\u308b\u3068\u3001\u8cc7\u7523\u304c\u30bc\u30ed\u3001\u3042\u308b\u3044\u306f\u30de\u30a4\u30ca\u30b9\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u3088\u3046\u306a\u5834\u5408\u3001\u5bfe\u6570\u6210\u9577\u7387\u3092\u975e\u5e38\u306b\u5927\u304d\u306a\u8ca0\u306e\u5024\uff08-1e9\uff09\u306b\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3067\u3001\u7834\u7523\u306e\u30da\u30ca\u30eb\u30c6\u30a3\u3092\u9069\u5207\u306b\u53cd\u6620\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"195:1-195:31\">\n<span id=\"\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u751f\u6210\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E6%99%82%E7%B3%BB%E5%88%97%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E7%94%9F%E6%88%90\"><i class=\"fa fa-link\"\/><\/a>\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306e\u751f\u6210<\/h3>\n<div class=\"code-frame\" data-lang=\"python\" data-sourcepos=\"197:1-208:3\">\n<p><span class=\"bold\">time_quantiles.py<\/span><\/p>\n<div class=\"highlight\">\n<pre><code><span class=\"k\">def<\/span> <span class=\"nf\">time_quantiles<\/span><span class=\"p\">(<\/span>\n    <span class=\"n\">p<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">T<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">N<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">b<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">f_values<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">float<\/span><span class=\"p\">],<\/span>\n    <span class=\"n\">seed<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span><span class=\"p\">,<\/span>\n    <span class=\"n\">qs<\/span><span class=\"p\">:<\/span> <span class=\"n\">Tuple<\/span><span class=\"p\">[<\/span><span class=\"nb\">float<\/span><span class=\"p\">,<\/span> <span class=\"nb\">float<\/span><span class=\"p\">,<\/span> <span class=\"nb\">float<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">(<\/span><span class=\"mf\">0.25<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.5<\/span><span class=\"p\">,<\/span> <span class=\"mf\">0.75<\/span><span class=\"p\">),<\/span>\n<span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"n\">Dict<\/span><span class=\"p\">[<\/span><span class=\"nb\">float<\/span><span class=\"p\">,<\/span> <span class=\"n\">Dict<\/span><span class=\"p\">[<\/span><span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"nb\">float<\/span><span class=\"p\">]]]:<\/span>\n    <span class=\"c1\"># \u5404\u6642\u70b9\u3067\u306e25\u300150\u300175\u30d1\u30fc\u30bb\u30f3\u30bf\u30a4\u30eb\u3092\u8a08\u7b97\n<\/span><\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"210:1-210:351\">\u3053\u306e\u95a2\u6570\u306f\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u3068\u3082\u306b\u8cc7\u7523\u5206\u5e03\u304c\u3069\u3046\u5909\u5316\u3059\u308b\u304b\u3092\u8ffd\u8de1\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u53f3\u5074\u306e\u30b0\u30e9\u30d5\u306e\u8272\u4ed8\u304d\u5e2f\u57df\uff08\u30a4\u30f3\u30bf\u30fc\u30af\u30a9\u30fc\u30bf\u30a4\u30eb\u30ec\u30f3\u30b8\uff09\u3092\u63cf\u753b\u3067\u304d\u307e\u3059\u3002\u4e2d\u592e\u5024\u3060\u3051\u3067\u306a\u304f\u3001\u5206\u5e03\u306e\u5e83\u304c\u308a\u3092\u898b\u308b\u3053\u3068\u3067\u3001\u6226\u7565\u306e\u30ea\u30b9\u30af\u7279\u6027\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"212:1-212:46\">\n<span id=\"svg\u51fa\u529b\u4f9d\u5b58\u95a2\u4fc2\u306e\u306a\u3044\u53ef\u8996\u5316\" class=\"fragment\"\/><a target=\"_blank\" href=\"#svg%E5%87%BA%E5%8A%9B%E4%BE%9D%E5%AD%98%E9%96%A2%E4%BF%82%E3%81%AE%E3%81%AA%E3%81%84%E5%8F%AF%E8%A6%96%E5%8C%96\"><i class=\"fa fa-link\"\/><\/a>SVG\u51fa\u529b\uff1a\u4f9d\u5b58\u95a2\u4fc2\u306e\u306a\u3044\u53ef\u8996\u5316<\/h3>\n<p data-sourcepos=\"214:1-214:250\">\u3053\u306e\u30b3\u30fc\u30c9\u306e\u3082\u3046\u4e00\u3064\u306e\u7279\u5fb4\u306f\u3001matplotlib\u306a\u3069\u306e\u5916\u90e8\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u308f\u305a\u3001SVG\u3092\u76f4\u63a5\u751f\u6210\u3057\u3066\u3044\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u4f9d\u5b58\u95a2\u4fc2\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3064\u3064\u3001\u7f8e\u3057\u3044\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div class=\"code-frame\" data-lang=\"python\" data-sourcepos=\"216:1-225:3\">\n<p><span class=\"bold\">save_svg.py<\/span><\/p>\n<div class=\"highlight\">\n<pre><code><span class=\"k\">def<\/span> <span class=\"nf\">save_svg<\/span><span class=\"p\">(<\/span><span class=\"n\">path<\/span><span class=\"p\">:<\/span> <span class=\"nb\">str<\/span><span class=\"p\">,<\/span> <span class=\"n\">results<\/span><span class=\"p\">:<\/span> <span class=\"n\">List<\/span><span class=\"p\">[<\/span><span class=\"n\">Dict<\/span><span class=\"p\">],<\/span> <span class=\"n\">meta<\/span><span class=\"p\">:<\/span> <span class=\"n\">Dict<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"bp\">None<\/span><span class=\"p\">:<\/span>\n    <span class=\"c1\"># \u5ea7\u6a19\u5909\u63db\u306e\u5b9a\u7fa9\n<\/span>    <span class=\"k\">def<\/span> <span class=\"nf\">xmap<\/span><span class=\"p\">(<\/span><span class=\"n\">idx<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span><span class=\"p\">,<\/span> <span class=\"n\">panel<\/span><span class=\"p\">:<\/span> <span class=\"nb\">int<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">float<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">t<\/span> <span class=\"o\">=<\/span> <span class=\"mf\">0.0<\/span> <span class=\"k\">if<\/span> <span class=\"nf\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">fs<\/span><span class=\"p\">)<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">1<\/span> <span class=\"k\">else<\/span> <span class=\"n\">idx<\/span> <span class=\"o\">\/<\/span> <span class=\"p\">(<\/span><span class=\"nf\">len<\/span><span class=\"p\">(<\/span><span class=\"n\">fs<\/span><span class=\"p\">)<\/span> <span class=\"o\">-<\/span> <span class=\"mi\">1<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">margin<\/span> <span class=\"o\">+<\/span> <span class=\"n\">panel<\/span> <span class=\"o\">*<\/span> <span class=\"p\">(<\/span><span class=\"n\">panel_w<\/span> <span class=\"o\">+<\/span> <span class=\"n\">gutter<\/span><span class=\"p\">)<\/span> <span class=\"o\">+<\/span> <span class=\"n\">t<\/span> <span class=\"o\">*<\/span> <span class=\"n\">panel_w<\/span>\n    \n    <span class=\"k\">def<\/span> <span class=\"nf\">y_g<\/span><span class=\"p\">(<\/span><span class=\"n\">v<\/span><span class=\"p\">:<\/span> <span class=\"nb\">float<\/span><span class=\"p\">)<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"nb\">float<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">margin<\/span> <span class=\"o\">+<\/span> <span class=\"p\">(<\/span><span class=\"mi\">1<\/span> <span class=\"o\">-<\/span> <span class=\"p\">(<\/span><span class=\"n\">v<\/span> <span class=\"o\">-<\/span> <span class=\"n\">g_min<\/span><span class=\"p\">)<\/span> <span class=\"o\">\/<\/span> <span class=\"p\">(<\/span><span class=\"n\">g_max<\/span> <span class=\"o\">-<\/span> <span class=\"n\">g_min<\/span><span class=\"p\">))<\/span> <span class=\"o\">*<\/span> <span class=\"n\">panel_h<\/span>\n<\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"227:1-227:225\">\u3053\u306e\u90e8\u5206\u306f\u3001\u30c7\u30fc\u30bf\u7a7a\u9593\u304b\u3089\u30d4\u30af\u30bb\u30eb\u7a7a\u9593\u3078\u306e\u5909\u63db\u3092\u5b9a\u7fa9\u3057\u3066\u3044\u307e\u3059\u3002\u6570\u5b66\u7684\u306b\u306f\u7dda\u5f62\u5909\u63db\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6700\u5c0f\u5024\u3068\u6700\u5927\u5024\u3092\u753b\u9762\u306e\u4e0a\u7aef\u3068\u4e0b\u7aef\u306b\u30de\u30c3\u30d4\u30f3\u30b0\u3057\u307e\u3059\u3002<\/p>\n<h2 data-sourcepos=\"229:1-229:51\">\n<span id=\"\u3088\u308a\u6df1\u3044\u7406\u89e3\u306e\u305f\u3081\u306b\u6570\u5b66\u7684\u80cc\u666f\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%82%88%E3%82%8A%E6%B7%B1%E3%81%84%E7%90%86%E8%A7%A3%E3%81%AE%E3%81%9F%E3%82%81%E3%81%AB%E6%95%B0%E5%AD%A6%E7%9A%84%E8%83%8C%E6%99%AF\"><i class=\"fa fa-link\"\/><\/a>\u3088\u308a\u6df1\u3044\u7406\u89e3\u306e\u305f\u3081\u306b\uff1a\u6570\u5b66\u7684\u80cc\u666f<\/h2>\n<p data-sourcepos=\"231:1-231:171\">\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u80cc\u5f8c\u306b\u3042\u308b\u6570\u5b66\u306f\u3001\u60c5\u5831\u7406\u8ad6\u3068\u5bc6\u63a5\u306b\u95a2\u9023\u3057\u3066\u3044\u307e\u3059\u3002\u5b9f\u969b\u3001\u30b1\u30ea\u30fc\u306e\u5143\u8ad6\u6587\u306f\u60c5\u5831\u4f1d\u9001\u306e\u6587\u8108\u3067\u66f8\u304b\u308c\u307e\u3057\u305f\u3002<\/p>\n<p data-sourcepos=\"233:1-233:291\">\u671f\u5f85\u5bfe\u6570\u6210\u9577\u7387\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u306f\u3001\u30a8\u30f3\u30c8\u30ed\u30d4\u30fc\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u3068\u7b49\u4fa1\u3067\u3059\u3002\u3088\u308a\u6b63\u78ba\u306b\u306f\u3001\u30b1\u30ea\u30fc\u57fa\u6e96\u306f\u3001\u8ced\u3051\u306b\u3088\u3063\u3066\u5f97\u3089\u308c\u308b\u60c5\u5831\u3068\u3001\u305d\u306e\u60c5\u5831\u3092\u8cc7\u7523\u6210\u9577\u306b\u5909\u63db\u3059\u308b\u52b9\u7387\u3092\u6700\u9069\u5316\u3057\u3066\u3044\u308b\u3068\u89e3\u91c8\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"235:1-235:34\">\n<span id=\"\u4e2d\u5fc3\u6975\u9650\u5b9a\u7406\u3068\u306e\u95a2\u4fc2\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E4%B8%AD%E5%BF%83%E6%A5%B5%E9%99%90%E5%AE%9A%E7%90%86%E3%81%A8%E3%81%AE%E9%96%A2%E4%BF%82\"><i class=\"fa fa-link\"\/><\/a>\u4e2d\u5fc3\u6975\u9650\u5b9a\u7406\u3068\u306e\u95a2\u4fc2<\/h3>\n<p data-sourcepos=\"237:1-237:231\">\u5341\u5206\u306b\u9577\u3044\u671f\u9593\u3067\u306f\u3001\u5bfe\u6570\u8cc7\u7523\u306f\u6b63\u898f\u5206\u5e03\u306b\u8fd1\u3065\u304d\u307e\u3059\u3002\u3053\u308c\u306f\u4e2d\u5fc3\u6975\u9650\u5b9a\u7406\u306e\u5e30\u7d50\u3067\u3059\u3002\u30b1\u30ea\u30fc\u57fa\u6e96\u306f\u3001\u3053\u306e\u6b63\u898f\u5206\u5e03\u306e\u5e73\u5747\u3092\u6700\u5927\u5316\u3059\u308b\u6226\u7565\u3068\u898b\u306a\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"239:1-239:456\">\u305f\u3060\u3057\u3001\u6ce8\u610f\u304c\u5fc5\u8981\u306a\u306e\u306f\u3001\u3053\u308c\u306f\u300c\u671f\u5f85\u5024\u300d\u306e\u6700\u5927\u5316\u3067\u3042\u308a\u3001\u300c\u4e2d\u592e\u5024\u300d\u3084\u300c\u6700\u983b\u5024\u300d\u306e\u6700\u5927\u5316\u3067\u306f\u306a\u3044\u3053\u3068\u3067\u3059\u3002\u53f3\u5074\u306e\u30b0\u30e9\u30d5\u3092\u898b\u308b\u3068\u3001\u30c0\u30d6\u30eb\u30b1\u30ea\u30fc\u306e\u4e2d\u592e\u5024\u306f\u30b1\u30ea\u30fc\u3088\u308a\u3082\u4f4e\u3044\u3053\u3068\u304c\u5206\u304b\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u30c0\u30d6\u30eb\u30b1\u30ea\u30fc\u3067\u306f\u5c11\u6570\u306e\u5e78\u904b\u306a\u30b1\u30fc\u30b9\u304c\u5e73\u5747\u3092\u5f15\u304d\u4e0a\u3052\u3066\u3044\u308b\u3082\u306e\u306e\u3001\u5178\u578b\u7684\u306a\u30b1\u30fc\u30b9\u3067\u306f\u30b1\u30ea\u30fc\u306b\u52a3\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"241:1-241:43\">\n<span id=\"\u30ea\u30b9\u30af\u8abf\u6574\u5f8c\u30ea\u30bf\u30fc\u30f3\u306e\u89b3\u70b9\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%83%AA%E3%82%B9%E3%82%AF%E8%AA%BF%E6%95%B4%E5%BE%8C%E3%83%AA%E3%82%BF%E3%83%BC%E3%83%B3%E3%81%AE%E8%A6%B3%E7%82%B9\"><i class=\"fa fa-link\"\/><\/a>\u30ea\u30b9\u30af\u8abf\u6574\u5f8c\u30ea\u30bf\u30fc\u30f3\u306e\u89b3\u70b9<\/h3>\n<p data-sourcepos=\"243:1-243:213\">\u73fe\u4ee3\u306e\u6295\u8cc7\u7406\u8ad6\u3067\u306f\u3001\u30b7\u30e3\u30fc\u30d7\u30ec\u30b7\u30aa\u306a\u3069\u306e\u30ea\u30b9\u30af\u8abf\u6574\u5f8c\u30ea\u30bf\u30fc\u30f3\u304c\u91cd\u8996\u3055\u308c\u307e\u3059\u3002\u30b1\u30ea\u30fc\u57fa\u6e96\u306f\u3001\u5bfe\u6570\u52b9\u7528\u95a2\u6570\u3092\u4eee\u5b9a\u3057\u305f\u5834\u5408\u306e\u6700\u9069\u6226\u7565\u3068\u89e3\u91c8\u3067\u304d\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"245:1-245:367\">\u5bfe\u6570\u52b9\u7528\u95a2\u6570\u306f\u3001\u30ea\u30b9\u30af\u56de\u907f\u7684\u306a\u6295\u8cc7\u5bb6\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u8cc7\u7523\u304c2\u500d\u306b\u306a\u308b\u559c\u3073\u306f\u3001\u8cc7\u7523\u304c\u534a\u5206\u306b\u306a\u308b\u60b2\u3057\u307f\u3088\u308a\u3082\u5c0f\u3055\u3044\u3068\u3044\u3046\u611f\u899a\u3092\u6570\u5b66\u7684\u306b\u8868\u73fe\u3057\u305f\u3082\u306e\u3067\u3059\u3002\u3053\u306e\u610f\u5473\u3067\u3001\u30b1\u30ea\u30fc\u57fa\u6e96\u306f\u5358\u306a\u308b\u6570\u5b66\u7684\u6700\u9069\u5316\u3067\u306f\u306a\u304f\u3001\u4eba\u9593\u306e\u5fc3\u7406\u3092\u53cd\u6620\u3057\u305f\u5b9f\u7528\u7684\u306a\u624b\u6cd5\u3067\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2 data-sourcepos=\"247:1-247:54\">\n<span id=\"\u307e\u3068\u3081\u30b1\u30ea\u30fc\u57fa\u6e96\u304b\u3089\u5b66\u3076\u3079\u304d\u3053\u3068\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E3%81%BE%E3%81%A8%E3%82%81%E3%82%B1%E3%83%AA%E3%83%BC%E5%9F%BA%E6%BA%96%E3%81%8B%E3%82%89%E5%AD%A6%E3%81%B6%E3%81%B9%E3%81%8D%E3%81%93%E3%81%A8\"><i class=\"fa fa-link\"\/><\/a>\u307e\u3068\u3081\uff1a\u30b1\u30ea\u30fc\u57fa\u6e96\u304b\u3089\u5b66\u3076\u3079\u304d\u3053\u3068<\/h2>\n<p data-sourcepos=\"249:1-249:186\">\u3053\u306e\u8a18\u4e8b\u3092\u901a\u3058\u3066\u3001\u30b1\u30ea\u30fc\u57fa\u6e96\u304c\u5358\u306a\u308b\u8ced\u3051\u91d1\u306e\u8a08\u7b97\u5f0f\u3067\u306f\u306a\u304f\u3001\u6295\u8cc7\u306b\u304a\u3051\u308b\u6839\u672c\u7684\u306a\u539f\u7406\u3092\u793a\u3057\u3066\u3044\u308b\u3053\u3068\u304c\u7406\u89e3\u3067\u304d\u305f\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"251:1-251:25\">\n<span id=\"\u6700\u3082\u91cd\u8981\u306a\u6559\u8a13\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E6%9C%80%E3%82%82%E9%87%8D%E8%A6%81%E3%81%AA%E6%95%99%E8%A8%93\"><i class=\"fa fa-link\"\/><\/a>\u6700\u3082\u91cd\u8981\u306a\u6559\u8a13<\/h3>\n<div data-sourcepos=\"253:1-256:3\" class=\"note info\">\n<span class=\"fa fa-fw fa-check-circle\"\/><\/p>\n<div>\n<p data-sourcepos=\"254:1-255:198\">\u512a\u4f4d\u6027\u304c\u3042\u3063\u3066\u3082\u904e\u5270\u306a\u8ced\u3051\u306f\u7981\u7269<br \/>\u6570\u5b66\u7684\u306b\u8a3c\u660e\u3055\u308c\u305f\u6700\u9069\u5024\u3067\u3055\u3048\u3001\u5b9f\u52d9\u3067\u306f\u534a\u5206\u306b\u3059\u308b\u3053\u3068\u304c\u63a8\u5968\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u4e0d\u78ba\u5b9f\u6027\u3068\u4eba\u9593\u306e\u9650\u754c\u3092\u8a8d\u8b58\u3057\u305f\u3001\u8b19\u865a\u306a\u59ff\u52e2\u306e\u8868\u308c\u3067\u3059\u3002<\/p>\n<\/div>\n<\/div>\n<p data-sourcepos=\"258:1-258:310\">\u6b21\u306b\u3001\u300c<strong>\u6642\u9593\u304c\u6700\u5927\u306e\u6b66\u5668<\/strong>\u300d\u3067\u3042\u308b\u3053\u3068\u3092\u5fd8\u308c\u3066\u306f\u3044\u3051\u307e\u305b\u3093\u3002\u9069\u5207\u306a\u8cc7\u91d1\u7ba1\u7406\u306e\u3082\u3068\u3067\u306f\u3001\u308f\u305a\u304b\u306a\u512a\u4f4d\u6027\u3067\u3082\u3001\u6642\u9593\u3092\u304b\u3051\u308c\u3070\u5287\u7684\u306a\u5dee\u3092\u751f\u307f\u51fa\u3057\u307e\u3059\u3002\u9006\u306b\u3001\u4e0d\u9069\u5207\u306a\u8cc7\u91d1\u7ba1\u7406\u306f\u3001\u3069\u3093\u306a\u512a\u4f4d\u6027\u3082\u7121\u52b9\u5316\u3057\u3066\u3057\u307e\u3044\u307e\u3059\u3002<\/p>\n<p data-sourcepos=\"260:1-260:297\">\u6700\u5f8c\u306b\u3001\u7406\u8ad6\u3068\u5b9f\u8df5\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u91cd\u8981\u6027\u3067\u3059\u3002\u30b1\u30ea\u30fc\u57fa\u6e96\u306f\u7f8e\u3057\u3044\u7406\u8ad6\u3067\u3059\u304c\u3001\u305d\u308c\u3092\u76f2\u76ee\u7684\u306b\u9069\u7528\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u81ea\u5206\u306e\u30ea\u30b9\u30af\u8a31\u5bb9\u5ea6\u3001\u63a8\u5b9a\u306e\u4e0d\u78ba\u5b9f\u6027\u3001\u5e02\u5834\u306e\u7279\u6027\u306a\u3069\u3092\u8003\u616e\u3057\u3066\u3001\u9069\u5207\u306b\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<h3 data-sourcepos=\"262:1-262:25\">\n<span id=\"\u6295\u8cc7\u6210\u529f\u306e\u516c\u5f0f\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E6%8A%95%E8%B3%87%E6%88%90%E5%8A%9F%E3%81%AE%E5%85%AC%E5%BC%8F\"><i class=\"fa fa-link\"\/><\/a>\u6295\u8cc7\u6210\u529f\u306e\u516c\u5f0f<\/h3>\n<p data-sourcepos=\"264:1-264:108\">\u6295\u8cc7\u3067\u6210\u529f\u3059\u308b\u305f\u3081\u306e\u516c\u5f0f\u304c\u3042\u308b\u3068\u3059\u308c\u3070\u3001\u305d\u308c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u3067\u3057\u3087\u3046\uff1a<\/p>\n<div class=\"code-frame\" data-lang=\"math\" data-sourcepos=\"266:1-268:3\">\n<div class=\"highlight\">\n<pre><code>\\text{\u6210\u529f} = \\text{\u512a\u4f4d\u6027} \\times \\text{\u9069\u5207\u306a\u30dd\u30b8\u30b7\u30e7\u30f3\u30b5\u30a4\u30ba} \\times \\text{\u6642\u9593} \\times \\text{\u898f\u5f8b}\n<\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"270:1-270:276\">\u30b1\u30ea\u30fc\u57fa\u6e96\u306f\u3001\u3053\u306e\u516c\u5f0f\u306e\u7b2c\u4e8c\u9805\u3092\u6700\u9069\u5316\u3059\u308b\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002\u3057\u304b\u3057\u3001\u4ed6\u306e\u8981\u7d20\u3001\u7279\u306b\u6700\u5f8c\u306e\u300c\u898f\u5f8b\u300d\u3082\u540c\u69d8\u306b\u91cd\u8981\u3067\u3059\u3002\u3069\u3093\u306a\u306b\u512a\u308c\u305f\u6226\u7565\u3082\u3001\u305d\u308c\u3092\u4e00\u8cab\u3057\u3066\u5b9f\u884c\u3067\u304d\u306a\u3051\u308c\u3070\u610f\u5473\u304c\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<h2 data-sourcepos=\"272:1-272:30\">\n<span id=\"\u5b9f\u969b\u306b\u8a66\u3057\u3066\u307f\u3088\u3046\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E5%AE%9F%E9%9A%9B%E3%81%AB%E8%A9%A6%E3%81%97%E3%81%A6%E3%81%BF%E3%82%88%E3%81%86\"><i class=\"fa fa-link\"\/><\/a>\u5b9f\u969b\u306b\u8a66\u3057\u3066\u307f\u3088\u3046<\/h2>\n<p data-sourcepos=\"274:1-274:258\">\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u30b3\u30fc\u30c9\u3092\u5b9f\u969b\u306b\u52d5\u304b\u3057\u3066\u3001\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5909\u3048\u3066\u307f\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u52dd\u7387\u3092\u5909\u3048\u305f\u308a\u3001\u30aa\u30c3\u30ba\u3092\u5909\u3048\u305f\u308a\u3059\u308b\u3053\u3068\u3067\u3001\u30b1\u30ea\u30fc\u57fa\u6e96\u306e\u6319\u52d5\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n<div class=\"code-frame\" data-lang=\"bash\" data-sourcepos=\"276:1-279:3\">\n<p><span class=\"bold\">\u5b9f\u884c\u30b3\u30de\u30f3\u30c9<\/span><\/p>\n<div class=\"highlight\">\n<pre><code><span class=\"c\"># \u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u5b9f\u884c\u4f8b<\/span>\npython simulate_kelly.py <span class=\"nt\">--p<\/span> 0.55 <span class=\"nt\">--T<\/span> 250 <span class=\"nt\">--N<\/span> 5000\n<\/code><\/pre>\n<\/div>\n<\/div>\n<p data-sourcepos=\"281:1-281:292\">\u3053\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001<code>kelly<\/code>\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u7d50\u679c\u306eCSV\u30d5\u30a1\u30a4\u30eb\u3068\u7f8e\u3057\u3044SVG\u30b0\u30e9\u30d5\u304c\u751f\u6210\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u773a\u3081\u306a\u304c\u3089\u3001\u9577\u671f\u7684\u306a\u8cc7\u7523\u6210\u9577\u306b\u3064\u3044\u3066\u8003\u3048\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002\u304d\u3063\u3068\u3001\u65b0\u305f\u306a\u6d1e\u5bdf\u304c\u5f97\u3089\u308c\u308b\u306f\u305a\u3067\u3059\u3002<\/p>\n<h2 data-sourcepos=\"283:1-283:15\">\n<span id=\"\u53c2\u8003\u6587\u732e\" class=\"fragment\"\/><a target=\"_blank\" href=\"#%E5%8F%82%E8%80%83%E6%96%87%E7%8C%AE\"><i class=\"fa fa-link\"\/><\/a>\u53c2\u8003\u6587\u732e<\/h2>\n<ul data-sourcepos=\"285:1-287:104\">\n<li data-sourcepos=\"285:1-285:97\">Kelly, J. L. (1956). &#8220;A New Interpretation of Information Rate&#8221;. Bell System Technical Journal.<\/li>\n<li data-sourcepos=\"286:1-286:95\">Thorp, E. O. (2006). &#8220;The Kelly Criterion in Blackjack Sports Betting, and the Stock Market&#8221;.<\/li>\n<li data-sourcepos=\"287:1-287:104\">MacLean, L. C., Thorp, E. O., &amp; Ziemba, W. T. (2011). &#8220;The Kelly Capital Growth Investment Criterion&#8221;.<\/li>\n<\/ul>\n<\/div>\n<p><script>!function(f,b,e,v,n,t,s)\n{if(f.fbq)return;n=f.fbq=function(){n.callMethod?\nn.callMethod.apply(n,arguments):n.queue.push(arguments)};\nif(!f._fbq)f._fbq=n;n.push=n;n.loaded=!0;n.version='2.0';\nn.queue=[];t=b.createElement(e);t.async=!0;\nt.src=v;s=b.getElementsByTagName(e)[0];\ns.parentNode.insertBefore(t,s)}(window, document,'script',\n'https:\/\/connect.facebook.net\/en_US\/fbevents.js');\nfbq('init', '305156090176370');\nfbq('trackSingle', '305156090176370', 'PageView');<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/qiita.com\/tikeda123\/items\/3f4dd42c8f57333deeaf\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b\uff1a\u306a\u305c\u512a\u79c0\u306a\u30c8\u30ec\u30fc\u30c0\u30fc\u3082\u7834\u7523\u3059\u308b\u306e\u304b \u6295\u8cc7\u306e\u4e16\u754c\u306b\u306f\u4e0d\u601d\u8b70\u306a\u73fe\u8c61\u304c\u3042\u308a\u307e\u3059\u3002\u52dd\u7387\u304c55%\u3082\u3042\u308b\u3001\u3064\u307e\u308a\u8ca0\u3051\u308b\u3088\u308a\u52dd\u3064\u65b9\u304c\u591a\u3044\u30c8\u30ec\u30fc\u30c0\u30fc\u304c\u3001\u306a\u305c\u304b\u7834\u7523\u3057\u3066\u3057\u307e\u3046\u306e\u3067\u3059\u3002\u4e00\u65b9\u3067\u3001\u540c\u3058\u52dd\u7387\u3067\u3082\u7740\u5b9f\u306b\u8cc7\u7523\u3092\u5897\u3084\u3057\u7d9a\u3051\u308b\u6295 [&hellip;]","protected":false},"author":1,"featured_media":8225,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2],"tags":[],"class_list":["post-8224","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-hatena-blog"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - 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