{"id":10554,"date":"2021-06-07T08:35:30","date_gmt":"2021-06-06T23:35:30","guid":{"rendered":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/?p=10554"},"modified":"2021-06-20T09:31:18","modified_gmt":"2021-06-20T00:31:18","slug":"%e5%b2%a1%e6%9c%ac-%e5%ae%89%e6%99%b4-2019-%e3%81%84%e3%81%be%e3%81%95%e3%82%89%e8%81%9e%e3%81%91%e3%81%aa%e3%81%84-python%e3%81%a7%e3%83%87%e3%83%bc%e3%82%bf%e5%88%86%e6%9e%90-%e5%a4%9a","status":"publish","type":"post","link":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/?p=10554","title":{"rendered":"\u5ca1\u672c \u5b89\u6674 (2019) (\u3044\u307e\u3055\u3089\u805e\u3051\u306a\u3044) Python\u3067\u30c7\u30fc\u30bf\u5206\u6790 &#8212; \u591a\u5909\u91cf\u89e3\u6790\u3001\u30d9\u30a4\u30ba\u7d71\u8a08\u5206\u6790"},"content":{"rendered":"<ul>\n<li>\u5ca1\u672c \u5b89\u6674, 2019: <em>(\u3044\u307e\u3055\u3089\u805e\u3051\u306a\u3044) Python\u3067\u30c7\u30fc\u30bf\u5206\u6790 &#8212; \u591a\u5909\u91cf\u89e3\u6790\u3001\u30d9\u30a4\u30ba\u7d71\u8a08\u5206\u6790 (PyStan, PyMC)<\/em>\u3002\u4e38\u5584\u51fa\u7248, 244 pp. ISBN 978-4-621-30361-0.<\/li>\n<\/ul>\n<p>2019\u5e74\u306b\u51fa\u305f\u672c\u3002A5\u5224\u6a2a\u66f8\u304d\u306e\u30da\u30fc\u30d1\u30fc\u30d0\u30c3\u30af\u3002<\/p>\n<p>\u308f\u305f\u3057\u306e\u5c02\u9580\u3067\u306f\u3001\u591a\u5909\u91cf\u7d71\u8a08\u89e3\u6790\u3092\u5fc5\u8981\u3068\u3059\u308b\u3002\u3068\u304f\u306b\u3001\u4e3b\u6210\u5206\u5206\u6790 (\u6c17\u8c61\u5b66\u306e\u65b9\u6cd5\u3068\u3057\u3066\u306f\u300c\u7d4c\u9a13\u7684\u76f4\u4ea4\u95a2\u6570\u5c55\u958b (EOF)\u300d) \u3068\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u5206\u6790 (\u30af\u30e9\u30b9\u30bf\u30fc\u5316) 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Python \u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3068\u4f7f\u3044\u65b9\u300d\u3067\u306f\u3001Windows \u306e\u3070\u3042\u3044\u3068\u3001Ubuntu (Linux\u306e\u30c7\u30a3\u30b9\u3068\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u3072\u3068\u3064)\u306e\u3070\u3042\u3044\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u3066\u3044\u308b\u3002(\u305f\u307e\u305f\u307e\u3060\u304c\u3001\u308f\u305f\u3057\u304c\u3064\u304b\u3046OS\u3082\u3053\u306e2\u7a2e\u985e\u306a\u306e\u3067\u3001\u52a9\u304b\u308b\u3002) \u3064\u304b\u3044\u304b\u305f\u306f\u3001\u300c\u30b9\u30af\u30ea\u30d7\u30c8\u30e2\u30fc\u30c9\u300d(\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u3001python \u307e\u305f\u306f python3 \u3068\u3044\u3046\u30b3\u30de\u30f3\u30c9\u306b\u30b9\u30af\u30ea\u30d7\u30c8\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u3064\u3051\u3066\u8d77\u52d5)\u3068\u3001\u300c\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30e2\u30fc\u30c9\u300d(Windows \u3067\u306f IDLE\u5185\u3001Ubuntu 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\u304c\u306a\u3089\u3093\u3060\u884c\u5217\u306e\u5f62\u306b\u304b\u304f\u3002\u305d\u308c\u306b\u300c\u6570\u91cf\u5316\u30d9\u30af\u30c8\u30eb\u300d\u3092\u304b\u3051\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u3001\u300c\u6570\u91cf\u5316\u5909\u6570\u300d(\u6570\u5024\u306e\u30d9\u30af\u30c8\u30eb)\u3092\u5f97\u308b\u3002\u6570\u91cf\u5316\u30d9\u30af\u30c8\u30eb\u306e\u30ce\u30eb\u30e0\u304c1\u3067\u3042\u308b\u3053\u3068\u3092\u6761\u4ef6\u3068\u3057\u3066\u3001\u6570\u91cf\u5316\u5909\u6570\u306e\u5206\u6563\u304c\u6975\u5927\u306b\u306a\u308b\u3088\u3046\u306b\u3001\u6570\u91cf\u5316\u30d9\u30af\u30c8\u30eb\u3092\u6c7a\u3081\u308b\u3002\u5f97\u3089\u308c\u305f\u6570\u91cf\u5316\u5909\u6570\u3092\u3001\u56de\u5e30\u5206\u6790\u306b\u3064\u304b\u3063\u305f\u308a\u3001\u4e3b\u6210\u5206\u5206\u6790\u306b\u3064\u304b\u3063\u305f\u308a\u3057\u3066\u3044\u308b\u3002(\u6797 \u77e5\u5df1\u592b \u6c0f\u306b\u7531\u6765\u3059\u308b (\u7528\u8a9e\u3092\u3064\u304b\u3044\u306f\u3058\u3081\u305f\u306e\u306f\u5225\u306e\u4eba\u3060\u305d\u3046\u3060\u304c) \u6570\u91cf\u5316\u7b2c\u4f55\u985e\u3068\u3044\u3046\u8868\u73fe\u306f\u3057\u3066\u3044\u306a\u3044\u3002\u8457\u8005\u72ec\u7279\u306e\u5b9a\u5f0f\u5316\u306a\u306e\u304b\u3082\u3057\u308c\u306a\u3044\u3002)<\/p>\n<p>\u7b2c3\u90e8\u306f\u300c\u30d9\u30a4\u30ba\u5206\u6790\u300d\u3002\u300c\u30d9\u30a4\u30ba\u5206\u6790\u300d\u3068\u3044\u3046\u7528\u8a9e\u3067\u3053\u3053\u306b\u66f8\u304b\u308c\u305f\u5185\u5bb9\u3092\u3055\u3059\u306e\u306f\u3001\u8457\u8005\u72ec\u7279\u306e\u7528\u8a9e\u3060\u308d\u3046\u3068\u601d\u3046\u3002\u78ba\u7387\u30e2\u30c7\u30eb (stochastic model) \u3068 \u30d9\u30a4\u30ba\u306e\u5b9a\u7406 \u306e\u5fdc\u7528\u3067\u3042\u308b\u3053\u3068\u306f\u305f\u3057\u304b\u3060\u3002\u30e2\u30c7\u30eb\u304c\u3082\u3064\u30d1\u30e9\u30e1\u30fc\u30bf \u03b8\u306b\u3064\u3044\u3066\u3001\u3068\u3066\u3082\u304a\u304a\u307e\u304b\u306a\u4e8b\u524d\u78ba\u7387\u5206\u5e03 (\u305f\u3068\u3048\u3070\u3001\u3042\u308b\u533a\u9593\u3067\u306e\u4e00\u69d8\u5206\u5e03) P(\u03b8)\u3068\u3001\u30c7\u30fc\u30bf D \u304b\u3089\u3001\u4e8b\u5f8c\u78ba\u7387\u5206\u5e03 P(\u03b8 | D) \u3092\u5f97\u308b\u3002<\/p>\n<p>\u307e\u305a\u7b2c9\u7ae0\u3067\u3001\u78ba\u7387\u5206\u5e03\u306b\u3064\u3044\u3066\u306e\u6982\u8ad6\u3084\u3001\u4e00\u69d8\u5206\u5e03\u3084\u6b63\u898f\u5206\u5e03\u306b\u305d\u308c\u305e\u308c\u3057\u305f\u304c\u3046\u4e71\u6570\u306e\u751f\u6210 (numpy\u306e\u6a5f\u80fd\u3092\u5229\u7528) \u306a\u3069\u306e\u7d39\u4ecb\u304c\u3042\u308b\u3002\u3053\u306e\u90e8\u5206\u306f\u3001\u300c\u30d9\u30a4\u30ba\u5206\u6790\u300d\u306b\u6df1\u5165\u308a\u3059\u308b\u3064\u3082\u308a\u306e\u306a\u3044\u308f\u305f\u3057\u306b\u3068\u3063\u3066\u3082\u6709\u7528\u3060\u3002<\/p>\n<p>\u4e8b\u5f8c\u78ba\u7387\u5206\u5e03\u3092\u5f97\u308b\u306e\u306b\u306f\u3001\u30de\u30eb\u30b3\u30d5\u9023\u9396\u30e2\u30f3\u30c6\u30ab\u30eb\u30ed\u6cd5 (MCMC) \u3092\u3064\u304b\u3046\u3002\u305d\u308c\u3092\u5b9f\u884c\u3059\u308b\u306e\u306b\u3001Stan (Python \u304b\u3089\u306e\u547c\u3073\u51fa\u3057\u304cPyStan)\u3068PyMC \u3068\u3044\u30462\u7a2e\u985e\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u5229\u7528\u3057\u305f\u30d7\u30ed\u30b0\u30e9\u30e0\u4f8b\u3092\u3057\u3081\u3057\u3066\u3044\u308b\u3002\u3053\u306e\u90e8\u5206\u306f\u3001\u300c\u30d9\u30a4\u30ba\u5206\u6790\u300d\u306e\u8da3\u65e8\u3092\u3088\u304f\u7406\u89e3\u3057\u3066\u3044\u306a\u3044\u308f\u305f\u3057\u306b\u3068\u3063\u3066\u306f\u3001\u6b8b\u5ff5\u306a\u304c\u3089\u3001\u6709\u7528\u3067\u306a\u3044\u3002<\/p>\n<p>\u6298\u308a\u304b\u3048\u3057\u306e\u3042\u3068\u306b \u304f\u308f\u3057\u3044\u76ee\u6b21\u3092\u3064\u3051\u308b\u3002<br \/>\n<!--more--><br \/>\n== \u76ee\u6b21 ==<br \/>\n\u306f\u3058\u3081\u306b<br \/>\n\u76ee\u6b21<br \/>\n<strong>\u7b2c1\u90e8 Python\u30c7\u30fc\u30bf\u5206\u6790\u5165\u9580<\/strong><br \/>\n\u5e8f\u7ae0 Python\u306e\u6e96\u5099\u3068\u4f7f\u3044\u65b9<br \/>\n -\u5e8f.1 \u6e96\u5099 (\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb)<br \/>\n -\u5e8f.2 \u4f7f\u3044\u65b9<br \/>\n\u7b2c1\u7ae0 \u57fa\u672c\u7d71\u8a08\u91cf\u306e\u8a08\u7b97<br \/>\n\u7b2c2\u7ae0 \u30b0\u30e9\u30d5\u306e\u63cf\u753b &#8212; \u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316<br \/>\n &#8211; 2.1 \u68d2\u30b0\u30e9\u30d5<br \/>\n &#8211; 2.2 \u30d2\u30b9\u30c8\u30b0\u30e9\u30e0<br \/>\n &#8211; 2.3 \u6563\u5e03\u56f3<br \/>\n &#8211; 2.4\u3000\u6298\u308c\u7dda\u30b0\u30e9\u30d5<br \/>\n &#8211; 2.5 \u30e9\u30a4\u30f3\u30b9\u30bf\u30a4\u30eb\u306e\u8a2d\u5b9a<br \/>\n &#8211; [\u30b3\u30e9\u30e0 2.C.1] \u7591\u4f3c\u76f8\u95a2<br \/>\n &#8211; \u6f14\u7fd2\u8ab2\u984c<br \/>\n\u7b2c3\u7ae0 \u30d5\u30a1\u30a4\u30eb\u5165\u51fa\u529b<br \/>\n &#8211; 3.1 \u30c6\u30ad\u30b9\u30c8\u30d5\u30a1\u30a4\u30eb\u5165\u51fa\u529b<br \/>\n &#8211; 3.2 CSV \u5f62\u5f0f<br \/>\n &#8211; 3.3 \u30d0\u30a4\u30ca\u30ea\u30d5\u30a1\u30a4\u30eb\u5165\u51fa\u529b<br \/>\n<strong>\u7b2c2\u90e8 \u591a\u5909\u91cf\u89e3\u6790<\/strong><br \/>\n\u7b2c4\u7ae0 \u884c\u5217\u6f14\u7b97\u3068 Python \u30b9\u30af\u30ea\u30d7\u30c8<br \/>\n &#8211; 4.1 \u884c\u5217\u306e\u8868\u73fe<br \/>\n &#8211; [\u30b3\u30e9\u30e0 4.C.1] \u30ea\u30b9\u30c8\u306e\u521d\u671f\u5316<br \/>\n &#8211; 4.2 \u56db\u5247\u6f14\u7b97<br \/>\n &#8211; 4.3 \u30c8\u30ec\u30fc\u30b9\u30fb\u968e\u6570\u30fb\u30ce\u30eb\u30e0<br \/>\n &#8211; 4.4 \u56fa\u6709\u5024\u3068\u56fa\u6709\u30d9\u30af\u30c8\u30eb<br \/>\n &#8211; 4.5 \u7279\u7570\u5024\u3068\u7279\u7570\u30d9\u30af\u30c8\u30eb<br \/>\n &#8211; 4.6 \u884c\u5217\u5f0f<br \/>\n\u7b2c5\u7ae0 \u5358\u56de\u5e30\u5206\u6790<br \/>\n &#8211; 5.1 \u30e2\u30c7\u30eb<br \/>\n &#8211; 5.2 Python \u30b9\u30af\u30ea\u30d7\u30c8<br \/>\n &#8211; \u6f14\u7fd2\u8ab2\u984c<br \/>\n\u7b2c6\u7ae0 \u91cd\u56de\u5e30\u5206\u6790<br \/>\n &#8211; 6.1 \u30e2\u30c7\u30eb<br \/>\n &#8211; [\u30b3\u30e9\u30e0 6.C.1] \u30c0\u30df\u30fc\u5909\u6570\u306e\u30b3\u30fc\u30c7\u30a3\u30f3\u30b0<br \/>\n &#8211; 6.2 Python \u30b9\u30af\u30ea\u30d7\u30c8<br \/>\n &#8211; 6.3 \u6a19\u6e96\u5316\u56de\u5e30\u4fc2\u6570<br \/>\n &#8211; \u6f14\u7fd2\u8ab2\u984c<br \/>\n &#8211; [\u30b3\u30e9\u30e0 6.C.2] \u30c0\u30df\u30fc\u5909\u6570\u306e\u72ec\u7acb\u6027<br \/>\n\u7b2c7\u7ae0 \u4e3b\u6210\u5206\u5206\u6790<br \/>\n &#8211; 7.1 \u30e2\u30c7\u30eb<br \/>\n &#8211; 7.2 Python \u30b9\u30af\u30ea\u30d7\u30c8<br \/>\n\u7b2c8\u7ae0 \u6570\u91cf\u5316<br \/>\n &#8211; 8.1 \u30e2\u30c7\u30eb<br \/>\n &#8211; 8.2 Python \u30b9\u30af\u30ea\u30d7\u30c8<br \/>\n<strong>\u7b2c3\u90e8 \u30d9\u30a4\u30ba\u5206\u6790<\/strong><br \/>\n\u7b2c9\u7ae0 \u78ba\u7387\u8a08\u7b97\u3068 Python \u30b9\u30af\u30ea\u30d7\u30c8<br \/>\n &#8211; 9.1 \u96e2\u6563\u78ba\u7387\u5206\u5e03<br \/>\n &#8211; 9.2 \u9023\u7d9a\u78ba\u7387\u5206\u5e03<br \/>\n &#8211; 9.3 \u4e71\u6570\u30fb\u78ba\u7387\u5206\u5e03\u30fb\u30b7\u30df\u30e5\u30ec\u30fc\u30b7\u30e7\u30f3<br \/>\n &#8211; 9.4 \u30d9\u30a4\u30ba\u5206\u6790<br \/>\n &#8211; [\u30b3\u30e9\u30e0 9.C.1] \u4e8b\u5f8c\u5206\u5e03\u306e\u8a18\u8ff0<br \/>\n\u7b2c10\u7ae0 PyStan \u306b\u3088\u308b2\u9805\u5206\u5e03\u8a18\u8ff0 &#8211;Stan \u5165\u9580&#8211;<br \/>\n\u7b2c11\u7ae0 PyStan \u306b\u3088\u308b\u5358\u56de\u5e30\u30e2\u30c7\u30eb\u5206\u6790<br \/>\n &#8211; \u6f14\u7fd2\u8ab2\u984c<br \/>\n\u7b2c12\u7ae0 PyStan \u306b\u3088\u308b\u30dd\u30a2\u30c3\u30bd\u30f3\u56de\u5e30\u30e2\u30c7\u30eb\u5206\u6790<br \/>\n &#8211; [\u30b3\u30e9\u30e0 12.C.1] \u4e00\u822c\u5316\u7dda\u5f62\u30e2\u30c7\u30eb\u3068\u30ea\u30f3\u30af\u95a2\u6570<br \/>\n\u7b2c13\u7ae0 PyMC \u306b\u3088\u308b2\u9805\u5206\u5e03\u89e3\u6790 &#8212; PyMC \u5165\u9580&#8211;<br \/>\n\u7b2c14\u7ae0 PyMC \u306b\u3088\u308b\u5358\u56de\u5e30\u30e2\u30c7\u30eb\u5206\u6790<br \/>\n &#8211; \u6f14\u7fd2\u8ab2\u984c<br \/>\n\u7b2c15\u7ae0 PyMC \u306b\u3088\u308b\u30dd\u30a2\u30c3\u30bd\u30f3\u56de\u5e30\u30e2\u30c7\u30eb\u5206\u6790<br \/>\n\u53c2\u8003\u6587\u732e<br \/>\n\u7d22\u5f15<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5ca1\u672c \u5b89\u6674, 2019: (\u3044\u307e\u3055\u3089\u805e\u3051\u306a\u3044) Python\u3067\u30c7\u30fc\u30bf\u5206\u6790 &#8212; \u591a\u5909\u91cf\u89e3\u6790\u3001\u30d9\u30a4\u30ba\u7d71\u8a08\u5206\u6790 (PyStan, PyMC)\u3002\u4e38\u5584\u51fa\u7248, 244 pp. ISBN 978-4-621-30361-0 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[],"class_list":["post-10554","post","type-post","status-publish","format-standard","hentry","category-dokusyo-memo-"],"_links":{"self":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/posts\/10554","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10554"}],"version-history":[{"count":3,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/posts\/10554\/revisions"}],"predecessor-version":[{"id":10581,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=\/wp\/v2\/posts\/10554\/revisions\/10581"}],"wp:attachment":[{"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10554"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10554"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/macroscope.world.coocan.jp\/yukukawa\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10554"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}