{"id":1561,"date":"2023-07-25T21:11:46","date_gmt":"2023-07-25T21:11:46","guid":{"rendered":"https:\/\/statorials.org\/ja\/%e3%82%b7%e3%83%a3%e3%83%8e%e3%83%b3%e5%a4%9a%e6%a7%98%e6%80%a7%e6%8c%87%e6%95%b0\/"},"modified":"2023-07-25T21:11:46","modified_gmt":"2023-07-25T21:11:46","slug":"%e3%82%b7%e3%83%a3%e3%83%8e%e3%83%b3%e5%a4%9a%e6%a7%98%e6%80%a7%e6%8c%87%e6%95%b0","status":"publish","type":"post","link":"https:\/\/statorials.org\/ja\/%e3%82%b7%e3%83%a3%e3%83%8e%e3%83%b3%e5%a4%9a%e6%a7%98%e6%80%a7%e6%8c%87%e6%95%b0\/","title":{"rendered":"\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u30a4\u30f3\u30c7\u30c3\u30af\u30b9: \u5b9a\u7fa9\u3068\u4f8b"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570<\/strong>(\u30b7\u30e3\u30ce\u30f3-\u30a6\u30a3\u30ca\u30fc\u6307\u6570\u3068\u3082\u547c\u3070\u308c\u308b) \u306f\u3001\u7fa4\u96c6\u5185\u306e\u7a2e\u306e\u591a\u69d8\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em>H<\/em>\u3068\u3059\u308b\u3068\u3001\u3053\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong><em>H<\/em> = -\u03a3 <em>p<\/em> <sub>i<\/sub> * <em>ln(pi<\/em> <sub>)<\/sub><\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>\u03a3\uff1a<\/strong> \u300c\u548c\u300d\u3092\u610f\u5473\u3059\u308b\u30ae\u30ea\u30b7\u30e3\u8a9e\u306e\u8a18\u53f7<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong><em>ln<\/em> :<\/strong>\u81ea\u7136\u5bfe\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong><em>p<\/em> <sub>i<\/sub> :<\/strong>\u7a2e<em>i<\/em>\u3067\u69cb\u6210\u3055\u308c\u308b\u7fa4\u96c6\u5168\u4f53\u306e\u5272\u5408<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\"><em>H<\/em>\u306e\u5024\u304c\u5927\u304d\u3044\u307b\u3069\u3001\u7279\u5b9a\u306e\u7fa4\u96c6\u306b\u304a\u3051\u308b\u7a2e\u306e\u591a\u69d8\u6027\u304c\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002 <em>H<\/em>\u306e\u5024\u304c\u4f4e\u3044\u307b\u3069\u3001\u591a\u69d8\u6027\u306f\u4f4e\u304f\u306a\u308a\u307e\u3059\u3002 <em>H<\/em>\u5024 = 0 \u306f\u3001\u7a2e\u304c 1 \u3064\u3060\u3051\u5b58\u5728\u3059\u308b\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u30b7\u30e3\u30ce\u30f3\u306e\u5747\u4e00\u6027\u6307\u6570\u306f\u3001\u7fa4\u96c6\u5185\u306e\u7a2e\u306e\u5747\u4e00\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002 \u300c\u5747\u4e00\u6027\u300d\u3068\u3044\u3046\u7528\u8a9e\u306f\u3001\u5358\u306b\u7fa4\u96c6\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u7a2e\u306e\u5b58\u5728\u91cf\u306e\u985e\u4f3c\u6027\u3092\u6307\u3057\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em>E <sub>H<\/sub><\/em>\u3067\u793a\u3055\u308c\u308b\u3088\u3046\u306b\u3001\u3053\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong><em>E <sub>H<\/sub><\/em> = <em>H<\/em> \/ <em>ln<\/em> ( <em>S<\/em> )<\/strong><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong><em>H<\/em> :<\/strong>\u30b7\u30e3\u30ce\u30f3\u306e\u591a\u69d8\u6027\u6307\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong><em>S<\/em> :<\/strong>\u56fa\u6709\u7a2e\u306e\u7dcf\u6570<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u3053\u306e\u5024\u306e\u7bc4\u56f2\u306f 0 \uff5e 1 \u3067\u30011 \u306f\u5b8c\u5168\u306a\u5747\u4e00\u6027\u3092\u793a\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u30d0\u30a4\u30b9\u30c6\u30c3\u30d7\u306e\u4f8b\u306f\u3001\u7279\u5b9a\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570\u3068\u30b7\u30e3\u30ce\u30f3\u682a\u5f0f\u6307\u6570\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 1: \u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u751f\u7269\u5b66\u8005\u304c\u5730\u5143\u306e\u68ee\u6797\u306e\u7a2e\u306e\u591a\u69d8\u6027\u3092\u6e2c\u5b9a\u3057\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u3068\u3057\u307e\u3059\u3002\u6b21\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15477 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/shannon1.png\" alt=\"\" width=\"158\" height=\"186\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 2: \u6bd4\u7387\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u305d\u306e\u5f8c\u3001\u751f\u7269\u5b66\u8005\u306f\u5404\u7a2e\u3067\u69cb\u6210\u3055\u308c\u308b\u7fa4\u96c6\u306e\u5272\u5408\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u305f\u3068\u3048\u3070\u3001\u5408\u8a08 105 \u4eba\u306e\u500b\u4f53\u304c\u3042\u308a\u300140 \u4eba\u304c\u7a2e A \u3068\u3057\u3066\u5206\u985e\u3055\u308c\u307e\u3059\u3002\u3057\u305f\u304c\u3063\u3066\u3001\u7a2e A \u306f\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u5168\u4f53\u306e 40\/105 = <strong>0.38<\/strong>\u3092\u8868\u3057\u307e\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u5f7c\u5973\u306f\u3001\u7a2e\u3054\u3068\u306b\u540c\u69d8\u306e\u8a08\u7b97\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-15478 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/shannon2.png\" alt=\"\" width=\"251\" height=\"194\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 3: \u6bd4\u7387\u306e\u81ea\u7136\u5bfe\u6570\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001\u5404\u6bd4\u7387\u306e\u81ea\u7136\u5bfe\u6570\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15479 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/shannon3.png\" alt=\"\" width=\"299\" height=\"179\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 4: \u6bd4\u7387\u306b\u6bd4\u7387\u306e\u81ea\u7136\u5bfe\u6570\u3092\u4e57\u7b97\u3057\u307e\u3059\u3002<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6b21\u306b\u3001\u6bd4\u7387\u306b\u305d\u306e\u6bd4\u7387\u306e\u81ea\u7136\u5bfe\u6570\u3092\u4e57\u7b97\u3057\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-15480 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/shannon4.png\" alt=\"\" width=\"376\" height=\"181\" srcset=\"\" sizes=\"auto, \"><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u30b9\u30c6\u30c3\u30d7 5: \u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570\u3092\u8a08\u7b97\u3059\u308b<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u6700\u5f8c\u306b\u3001\u6b21\u306e\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u30b7\u30e3\u30ce\u30f3\u306e\u591a\u69d8\u6027\u6307\u6570\u3092\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em>H<\/em> = -\u03a3 <em>p<\/em> <sub>i<\/sub> * <em>ln(pi<\/em> <sub>)<\/sub><\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u4f8b\u3067\u306f\u3001\u6700\u5f8c\u306e\u5217\u306e\u5408\u8a08\u3092\u53d6\u5f97\u3057\u3001\u30de\u30a4\u30ca\u30b9\u306e 1 \u3092\u639b\u3051\u307e\u3059\u3002<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\"aligncenter wp-image-15481 \" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/shannon5.png\" alt=\"\u30b7\u30e3\u30ce\u30f3\u30c0\u30a4\u30d0\u30fc\u30b7\u30c6\u30a3\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f8b\" width=\"397\" height=\"220\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570\u306f<strong>1.49<\/strong>\u3067\u3059\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u6b21\u306e\u5f0f\u3092\u4f7f\u7528\u3057\u3066\u30b7\u30e3\u30ce\u30f3\u682a\u5f0f\u6307\u6570\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em>E <sub>H<\/sub><\/em> = <em>H<\/em> \/ <em>ln<\/em> ( <em>S<\/em> )<\/span><\/p>\n<p><span style=\"color: #000000;\">\u3053\u306e\u4f8b\u3067\u306f\u3001\u5408\u8a08\u3067<em>S<\/em> = 5 \u7a2e\u304c\u3042\u308b\u305f\u3081\u3001\u3053\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3067\u304d\u307e\u3059\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\"><em><sub>EH<\/sub><\/em> = 1.49 \/ <em>ln<\/em> (5) = <strong>0.92<\/strong> \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;\">\u3053\u306e\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570\u8a08\u7b97\u30c4\u30fc\u30eb\u3092\u81ea\u7531\u306b\u4f7f\u7528\u3057\u3066\u3001\u4efb\u610f\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570\u3092\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3057\u307e\u3059\u3002<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570(\u30b7\u30e3\u30ce\u30f3-\u30a6\u30a3\u30ca\u30fc\u6307\u6570\u3068\u3082\u547c\u3070\u308c\u308b) \u306f\u3001\u7fa4\u96c6\u5185\u306e\u7a2e\u306e\u591a\u69d8\u6027\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002 H\u3068\u3059\u308b\u3068\u3001\u3053\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306f\u6b21\u306e\u3088\u3046\u306b\u8a08\u7b97\u3055\u308c\u307e\u3059\u3002 H = -\u03a3 p i * ln(pi ) \u91d1\uff1a \u03a3\uff1a \u300c\u548c\u300d\u3092 [&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-1561","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>\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570: \u5b9a\u7fa9\u3068\u4f8b \u2013 Statorials<\/title>\n<meta name=\"description\" content=\"\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001\u6b63\u5f0f\u306a\u5b9a\u7fa9\u3068\u6bb5\u968e\u7684\u306a\u4f8b\u3092\u542b\u3081\u3066\u3001\u30b7\u30e3\u30ce\u30f3\u591a\u69d8\u6027\u6307\u6570\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" 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