{"id":2543,"date":"2023-07-21T19:35:49","date_gmt":"2023-07-21T19:35:49","guid":{"rendered":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%82%b7%e3%82%af%e3%82%99%e3%83%a2%e3%82%a4%e3%83%88%e3%82%99%e9%96%a2%e6%95%b0\/"},"modified":"2023-07-21T19:35:49","modified_gmt":"2023-07-21T19:35:49","slug":"python%e3%81%ae%e3%82%b7%e3%82%af%e3%82%99%e3%83%a2%e3%82%a4%e3%83%88%e3%82%99%e9%96%a2%e6%95%b0","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/python%e3%81%ae%e3%82%b7%e3%82%af%e3%82%99%e3%83%a2%e3%82%a4%e3%83%88%e3%82%99%e9%96%a2%e6%95%b0\/","title":{"rendered":"Python \u3067\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d)"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><a href=\"https:\/\/en.wikipedia.org\/wiki\/Sigmoid_function\" target=\"_blank\" rel=\"noopener\">\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306f<\/a>\u3001\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3068\u300cS\u300d\u5b57\u578b\u306e\u66f2\u7dda\u3092\u793a\u3059\u6570\u5b66\u95a2\u6570\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u6700\u3082\u4e00\u822c\u7684\u306a\u4f8b\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af \u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3067\u3001\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>F(x) = 1 \/ (1 + e <sup>-x<\/sup> )<\/strong><\/span><\/p>\n<p> <span style=\"color: #000000;\">Python \u3067\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u8a08\u7b97\u3059\u308b\u6700\u3082\u7c21\u5358\u306a\u65b9\u6cd5\u306f\u3001 <strong>SciPy<\/strong>\u30e9\u30a4\u30d6\u30e9\u30ea\u306e<a href=\"https:\/\/docs.scipy.org\/doc\/scipy\/reference\/generated\/scipy.special.expit.html\" target=\"_blank\" rel=\"noopener\">expit()<\/a>\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3059\u3002\u3053\u306e\u95a2\u6570\u306f\u3001\u6b21\u306e\u57fa\u672c\u69cb\u6587\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">special<\/span> <span style=\"color: #008000;\">import<\/span> expit\n\n<span style=\"color: #008080;\">#calculate sigmoid function for x = 2.5\n<\/span>expire(2.5)\n<\/strong><\/pre>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u4f8b\u306f\u3001\u3053\u306e\u95a2\u6570\u3092\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 1: \u5024\u306e\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u5024 x = 2.5 \u306e\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">special<\/span> <span style=\"color: #008000;\">import<\/span> expit\n\n<span style=\"color: #008080;\">#calculate sigmoid function for x = 2.5\n<\/span>expire(2.5)\n\n0.9241418199787566\n<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">x = 2.5 \u306e\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u5024\u306f<strong>0.924<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u308c\u306f\u3001\u5024\u3092\u624b\u52d5\u3067\u8a08\u7b97\u3059\u308b\u3053\u3068\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\">F(x) = 1 \/ (1 + e <sup>-x<\/sup> )<\/span><\/li>\n<li> <span style=\"color: #000000;\">F(x) = 1 \/ (1 + e <sup>-2.5<\/sup> )<\/span><\/li>\n<li> <span style=\"color: #000000;\">F(x) = 1 \/ (1 + 0.082)<\/span><\/li>\n<li> <span style=\"color: #000000;\">F(x) = <strong>0.924<\/strong><\/span><\/li>\n<\/ul>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 2: \u8907\u6570\u306e\u5024\u306e\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001\u8907\u6570\u306e x \u5024\u306e\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u4e00\u5ea6\u306b\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">special<\/span> <span style=\"color: #008000;\">import<\/span> expit\n<\/span>\n#define list of values\n<span style=\"color: #000000;\">values = [-2, -1, 0, 1, 2]\n\n<span style=\"color: #008080;\">#calculate sigmoid function for each value in list\n<\/span>expire(values)\n\narray([0.11920292, 0.26894142, 0.5, 0.73105858, 0.88079708])\n<\/span><\/span><\/strong><\/pre>\n<h3><span style=\"color: #000000;\"><strong>\u4f8b 3: \u5024\u306e\u7bc4\u56f2\u306b\u5bfe\u3059\u308b\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u30d7\u30ed\u30c3\u30c8<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b3\u30fc\u30c9\u306f\u3001 <a href=\"https:\/\/matplotlib.org\/\" target=\"_blank\" rel=\"noopener\">matplotlib<\/a>\u3092\u4f7f\u7528\u3057\u3066\u5024 x \u306e\u7bc4\u56f2\u306b\u5bfe\u3059\u308b\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u5024\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span> <\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008080;\"><span style=\"color: #000000;\"><span style=\"color: #008000;\">import <span style=\"color: #000000;\">matplotlib. <span style=\"color: #3366ff;\">pyplot<\/span> <span style=\"color: #008000;\">as<\/span> plt\n<span style=\"color: #008000;\">from<\/span> scipy. <span style=\"color: #3366ff;\">special<\/span> <span style=\"color: #008000;\">import<\/span> expit\n<span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n\n<span style=\"color: #008080;\">#define range of x-values\n<\/span>x = np. <span style=\"color: #3366ff;\">linspace<\/span> (-10, 10, 100)\n\n<span style=\"color: #008080;\">#calculate sigmoid function for each x-value\n<\/span>y = expire(x)\n  \n<span style=\"color: #008080;\">#createplot\n<\/span>plt. <span style=\"color: #3366ff;\">plot<\/span> (x, y)\nplt. <span style=\"color: #3366ff;\">xlabel<\/span> (' <span style=\"color: #ff0000;\">x<\/span> ')\nplt. <span style=\"color: #3366ff;\">ylabel<\/span> (' <span style=\"color: #ff0000;\">F(x)<\/span> ')\n\n<span style=\"color: #008080;\">#displayplot\n<\/span>plt. <span style=\"color: #3366ff;\">show<\/span> ()\n<\/span><\/span><\/span><\/span><\/strong><\/pre>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-22606\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/sigmoide_python.jpg\" alt=\"Python\u306e\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\" width=\"495\" height=\"377\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u30d7\u30ed\u30c3\u30c8\u306f\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u300cS\u300d\u5b57\u578b\u66f2\u7dda\u306e\u7279\u5fb4\u3092\u793a\u3057\u3066\u3044\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u8ffd\u52a0\u30ea\u30bd\u30fc\u30b9<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u4ed6\u306e\u4e00\u822c\u7684\u306a\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/ja\/\u30ed\u30b7\u3099\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30python\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u5b9f\u884c\u3059\u308b\u65b9\u6cd5<\/a><br \/><a href=\"https:\/\/statorials.org\/ja\/python\u3066\u3099\u30ed\u30b7\u3099\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3092\u30d5\u309a\u30ed\u30c3\u30c8\u3059\u308b\/\" target=\"_blank\" rel=\"noopener\">Python \u3067\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u66f2\u7dda\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u65b9\u6cd5<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306f\u3001\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3068\u300cS\u300d\u5b57\u578b\u306e\u66f2\u7dda\u3092\u793a\u3059\u6570\u5b66\u95a2\u6570\u3067\u3059\u3002 \u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u306e\u6700\u3082\u4e00\u822c\u7684\u306a\u4f8b\u306f\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af \u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3067\u3001\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 F(x) = 1 \/ (1 + e -x ) Python [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2543","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python \u3067\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5 (\u4f8b\u4ed8\u304d) - Statorials<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001Python \u3067\u30b7\u30b0\u30e2\u30a4\u30c9\u95a2\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u3044\u304f\u3064\u304b\u306e\u4f8b\u3068\u3068\u3082\u306b\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, 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