{"id":2275,"date":"2023-07-22T23:47:37","date_gmt":"2023-07-22T23:47:37","guid":{"rendered":"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/"},"modified":"2023-07-22T23:47:37","modified_gmt":"2023-07-22T23:47:37","slug":"matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0","status":"publish","type":"post","link":"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/","title":{"rendered":"\u5982\u4f55\u7528 python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570"},"content":{"rendered":"<p><\/p>\n<hr>\n<p><span style=\"color: #000000;\"><strong>\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570<\/strong>\uff08MCC\uff09\u662f\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u8bc4\u4f30<a href=\"https:\/\/statorials.org\/cn\/\u56de\u5f52\u4e0e\u5206\u7c7b\/\" target=\"_blank\" rel=\"noopener\">\u5206\u7c7b\u6a21\u578b<\/a>\u6027\u80fd\u7684\u6307\u6807\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u8ba1\u7b97\u65b9\u6cd5\u5982\u4e0b\uff1a<\/span><\/p>\n<p> <span style=\"color: #000000;\"><strong>MCC<\/strong> = (TP*TN \u2013 FP*FN) \/ \u221a <span style=\"border-top: 1px solid black;\">(TP+FP)(TP+FN)(TN+FP)(TN+FN)<\/span><\/span><\/p>\n<p><span style=\"color: #000000;\">\u91d1\u5b50\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>TP<\/strong> \uff1a\u771f\u9633\u6027\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>TN<\/strong> \uff1a\u771f\u9634\u6027\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>FP<\/strong> \uff1a\u8bef\u62a5\u6570<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>FN<\/strong> \uff1a\u6f0f\u62a5\u6570<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u5f53\u4e24\u4e2a\u7c7b\u4e0d\u5e73\u8861\u65f6\uff0c\u5373\u4e00\u4e2a\u7c7b\u51fa\u73b0\u7684\u6b21\u6570\u6bd4\u53e6\u4e00\u7c7b\u591a\u5f97\u591a\u65f6\uff0c\u8be5\u6307\u6807\u7279\u522b\u6709\u7528\u3002<\/span><\/p>\n<p> <span style=\"color: #000000;\">MCC \u7684\u503c\u4ecb\u4e8e -1 \u548c 1 \u4e4b\u95f4\uff0c\u5176\u4e2d\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>-1<\/strong>\u8868\u793a\u9884\u6d4b\u7c7b\u522b\u4e0e\u5b9e\u9645\u7c7b\u522b\u4e4b\u95f4\u5b8c\u5168\u4e0d\u4e00\u81f4<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>0<\/strong>\u8868\u793a\u5b8c\u5168\u968f\u673a\u731c\u6d4b<\/span><\/li>\n<li><span style=\"color: #000000;\"><strong>1<\/strong>\u8868\u793a\u9884\u6d4b\u7c7b\u522b\u4e0e\u5b9e\u9645\u7c7b\u522b\u5b8c\u5168\u4e00\u81f4<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u4f8b\u5982\uff0c\u5047\u8bbe\u4f53\u80b2\u5206\u6790\u5e08\u4f7f\u7528<a href=\"https:\/\/statorials.org\/cn\/\u903b\u8f91\u56de\u5f521\/\" target=\"_blank\" rel=\"noopener\">\u903b\u8f91\u56de\u5f52\u6a21\u578b<\/a>\u6765\u9884\u6d4b 400 \u540d\u4e0d\u540c\u7684\u5927\u5b66\u7bee\u7403\u8fd0\u52a8\u5458\u662f\u5426\u4f1a\u88ab\u9009\u5165 NBA\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6df7\u6dc6\u77e9\u9635\u603b\u7ed3\u4e86\u6a21\u578b\u6240\u505a\u7684\u9884\u6d4b\uff1a<\/span> <\/p>\n<p><img decoding=\"async\" loading=\"lazy\" class=\" wp-image-20693 aligncenter\" src=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/equilibre1.png\" alt=\"\" width=\"430\" height=\"135\" srcset=\"\" sizes=\"auto, \"><\/p>\n<p><span style=\"color: #000000;\">\u4e3a\u4e86\u8ba1\u7b97\u6a21\u578b\u7684MCC\uff0c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u4ee5\u4e0b\u516c\u5f0f\uff1a<\/span><\/p>\n<ul>\n<li> <span style=\"color: #000000;\"><strong>MCC<\/strong> = (TP*TN \u2013 FP*FN) \/ \u221a <span style=\"border-top: 1px solid black;\">(TP+FP)(TP+FN)(TN+FP)(TN+FN)<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>MCC<\/strong> = (15*375-5*5) \/ \u221a <span style=\"border-top: 1px solid black;\">(15+5)(15+5)(375+5)(375+5)<\/span><\/span><\/li>\n<li> <span style=\"color: #000000;\"><strong>MCC<\/strong> = 0.7368<\/span><\/li>\n<\/ul>\n<p><span style=\"color: #000000;\">\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\u4e3a<strong>0.7368<\/strong> \u3002\u8fd9\u4e2a\u503c\u6709\u70b9\u63a5\u8fd1 1\uff0c\u8868\u660e\u8be5\u6a21\u578b\u5728\u9884\u6d4b\u7403\u5458\u662f\u5426\u4f1a\u88ab\u9009\u4e2d\u65b9\u9762\u505a\u5f97\u4e0d\u9519\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u793a\u4f8b\u5c55\u793a\u4e86\u5982\u4f55\u4f7f\u7528 Python \u4e2d<strong>sklearn<\/strong>\u5e93\u4e2d\u7684<strong>matthews_corrcoef()<\/strong>\u51fd\u6570\u8ba1\u7b97\u6b64\u7279\u5b9a\u573a\u666f\u7684 MCC\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u793a\u4f8b\uff1a\u7528 Python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u4ee3\u7801\u5c55\u793a\u4e86\u5982\u4f55\u5728Python\u4e2d\u5b9a\u4e49\u9884\u6d4b\u7c7b\u6570\u7ec4\u548c\u5b9e\u9645\u7c7b\u6570\u7ec4\uff0c\u7136\u540e\u8ba1\u7b97\u6a21\u578b\u7684Matthews\u76f8\u5173\u7cfb\u6570\uff1a<\/span><\/p>\n<pre style=\"background-color: #ececec; font-size: 15px;\"> <strong><span style=\"color: #008000;\">import<\/span> numpy <span style=\"color: #008000;\">as<\/span> np\n<span style=\"color: #008000;\">from<\/span> sklearn. <span style=\"color: #3366ff;\">metrics<\/span> <span style=\"color: #008000;\">import<\/span> matthews_corrcoef\n\n<span style=\"color: #008080;\">#define array of actual classes\n<\/span>actual = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0], repeats=[20, 380])\n\n<span style=\"color: #008080;\">#define array of predicted classes\n<\/span>pred = np. <span style=\"color: #3366ff;\">repeat<\/span> ([1, 0, 1, 0], repeats=[15, 5, 5, 375])\n\n<span style=\"color: #008080;\">#calculate Matthews correlation coefficient\n<\/span>matthews_corrcoef(actual, pred)\n\n0.7368421052631579<\/strong><\/pre>\n<p> <span style=\"color: #000000;\">MCC \u4e3a<strong>0.7368<\/strong> \u3002\u8fd9\u4e0e\u6211\u4eec\u4e4b\u524d\u624b\u52a8\u8ba1\u7b97\u7684\u503c\u76f8\u7b26\u3002<\/span><\/p>\n<p><span style=\"color: #000000;\"><strong>\u6ce8\u610f<\/strong>\uff1a\u60a8\u53ef\u4ee5<a href=\"https:\/\/scikit-learn.org\/stable\/modules\/generated\/sklearn.metrics.matthews_corrcoef.html\" target=\"_blank\" rel=\"noopener\">\u5728\u6b64\u5904<\/a>\u627e\u5230<strong>matthews_corrcoef()<\/strong>\u51fd\u6570\u7684\u5b8c\u6574\u6587\u6863\u3002<\/span><\/p>\n<h3><span style=\"color: #000000;\"><strong>\u5176\u4ed6\u8d44\u6e90<\/strong><\/span><\/h3>\n<p><span style=\"color: #000000;\">\u4ee5\u4e0b\u6559\u7a0b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u5206\u7c7b\u6a21\u578b\u7684\u5176\u4ed6\u5e38\u89c1\u6307\u6807\uff1a<\/span><\/p>\n<p> <a href=\"https:\/\/statorials.org\/cn\/\u903b\u8f91\u56de\u5f52-python\/\" target=\"_blank\" rel=\"noopener\">Python \u4e2d\u7684\u903b\u8f91\u56de\u5f52\u7b80\u4ecb<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/python-\u4e2d\u7684-f1-\u5206\u6570\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u7528Python\u8ba1\u7b97F1\u5206\u6570<\/a><br \/><a href=\"https:\/\/statorials.org\/cn\/\u5e73\u8861\u7cbe\u5ea6-python-sklearn\/\" target=\"_blank\" rel=\"noopener\">\u5982\u4f55\u5728Python\u4e2d\u8ba1\u7b97\u5e73\u8861\u7cbe\u5ea6<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\uff08MCC\uff09\u662f\u6211\u4eec\u53ef\u4ee5\u7528\u6765\u8bc4\u4f30\u5206\u7c7b\u6a21\u578b\u6027\u80fd\u7684\u6307\u6807\u3002 \u8ba1\u7b97\u65b9\u6cd5\u5982\u4e0b\uff1a MCC = (TP*TN \u2013  [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[],"class_list":["post-2275","post","type-post","status-publish","format-standard","hentry","category-11"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u5982\u4f55\u7528 Python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570 - Statorials<\/title>\n<meta name=\"description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\u3002\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/statorials.org\/cn\/matthews-python-\u76f8\u5173\u7cfb\u6570\/\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u5982\u4f55\u7528 Python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570 - Statorials\" \/>\n<meta property=\"og:description\" content=\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\u3002\" \/>\n<meta property=\"og:url\" content=\"https:\/\/statorials.org\/cn\/matthews-python-\u76f8\u5173\u7cfb\u6570\/\" \/>\n<meta property=\"og:site_name\" content=\"Statorials\" \/>\n<meta property=\"article:published_time\" content=\"2023-07-22T23:47:37+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/equilibre1.png\" \/>\n<meta name=\"author\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/\",\"url\":\"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/\",\"name\":\"\u5982\u4f55\u7528 Python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570 - Statorials\",\"isPartOf\":{\"@id\":\"https:\/\/statorials.org\/cn\/#website\"},\"datePublished\":\"2023-07-22T23:47:37+00:00\",\"dateModified\":\"2023-07-22T23:47:37+00:00\",\"author\":{\"@id\":\"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261\"},\"description\":\"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\u3002\",\"breadcrumb\":{\"@id\":\"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u5bb6\",\"item\":\"https:\/\/statorials.org\/cn\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u5982\u4f55\u7528 python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/statorials.org\/cn\/#website\",\"url\":\"https:\/\/statorials.org\/cn\/\",\"name\":\"Statorials\",\"description\":\"\u60a8\u7684\u7edf\u8ba1\u7d20\u517b\u6307\u5357\uff01\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/statorials.org\/cn\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261\",\"name\":\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/statorials.org\/cn\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"contentUrl\":\"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg\",\"caption\":\"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a\"},\"description\":\"\u5927\u5bb6\u597d\uff0c\u6211\u662f\u672c\u6770\u660e\uff0c\u4e00\u4f4d\u9000\u4f11\u7684\u7edf\u8ba1\u5b66\u6559\u6388\uff0c\u540e\u6765\u6210\u4e3a Statorials \u7684\u70ed\u5fc3\u6559\u5e08\u3002 \u51ed\u501f\u5728\u7edf\u8ba1\u9886\u57df\u7684\u4e30\u5bcc\u7ecf\u9a8c\u548c\u4e13\u4e1a\u77e5\u8bc6\uff0c\u6211\u6e34\u671b\u5206\u4eab\u6211\u7684\u77e5\u8bc6\uff0c\u901a\u8fc7 Statorials \u589e\u5f3a\u5b66\u751f\u7684\u80fd\u529b\u3002\u4e86\u89e3\u66f4\u591a\",\"sameAs\":[\"https:\/\/statorials.org\/cn\"]}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u5982\u4f55\u7528 Python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570 - Statorials","description":"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\u3002","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/statorials.org\/cn\/matthews-python-\u76f8\u5173\u7cfb\u6570\/","og_locale":"zh_CN","og_type":"article","og_title":"\u5982\u4f55\u7528 Python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570 - Statorials","og_description":"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\u3002","og_url":"https:\/\/statorials.org\/cn\/matthews-python-\u76f8\u5173\u7cfb\u6570\/","og_site_name":"Statorials","article_published_time":"2023-07-22T23:47:37+00:00","og_image":[{"url":"https:\/\/statorials.org\/wp-content\/uploads\/2023\/08\/equilibre1.png"}],"author":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/","url":"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/","name":"\u5982\u4f55\u7528 Python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570 - Statorials","isPartOf":{"@id":"https:\/\/statorials.org\/cn\/#website"},"datePublished":"2023-07-22T23:47:37+00:00","dateModified":"2023-07-22T23:47:37+00:00","author":{"@id":"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261"},"description":"\u672c\u6559\u7a0b\u901a\u8fc7\u4e00\u4e2a\u793a\u4f8b\u89e3\u91ca\u4e86\u5982\u4f55\u5728 Python \u4e2d\u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570\u3002","breadcrumb":{"@id":"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/statorials.org\/cn\/matthews-python-%e7%9b%b8%e5%85%b3%e7%b3%bb%e6%95%b0\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u5bb6","item":"https:\/\/statorials.org\/cn\/"},{"@type":"ListItem","position":2,"name":"\u5982\u4f55\u7528 python \u8ba1\u7b97\u9a6c\u4fee\u65af\u76f8\u5173\u7cfb\u6570"}]},{"@type":"WebSite","@id":"https:\/\/statorials.org\/cn\/#website","url":"https:\/\/statorials.org\/cn\/","name":"Statorials","description":"\u60a8\u7684\u7edf\u8ba1\u7d20\u517b\u6307\u5357\uff01","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/statorials.org\/cn\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/statorials.org\/cn\/#\/schema\/person\/124e4e5b7c9f8dc0f1f95cc8c1db3261","name":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/statorials.org\/cn\/#\/schema\/person\/image\/","url":"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","contentUrl":"https:\/\/statorials.org\/cn\/wp-content\/uploads\/2023\/10\/Dr.-Benjamin-Anderson-96x96.jpg","caption":"\u672c\u6770\u660e\u00b7\u5b89\u5fb7\u68ee\u535a"},"description":"\u5927\u5bb6\u597d\uff0c\u6211\u662f\u672c\u6770\u660e\uff0c\u4e00\u4f4d\u9000\u4f11\u7684\u7edf\u8ba1\u5b66\u6559\u6388\uff0c\u540e\u6765\u6210\u4e3a Statorials \u7684\u70ed\u5fc3\u6559\u5e08\u3002 \u51ed\u501f\u5728\u7edf\u8ba1\u9886\u57df\u7684\u4e30\u5bcc\u7ecf\u9a8c\u548c\u4e13\u4e1a\u77e5\u8bc6\uff0c\u6211\u6e34\u671b\u5206\u4eab\u6211\u7684\u77e5\u8bc6\uff0c\u901a\u8fc7 Statorials \u589e\u5f3a\u5b66\u751f\u7684\u80fd\u529b\u3002\u4e86\u89e3\u66f4\u591a","sameAs":["https:\/\/statorials.org\/cn"]}]}},"yoast_meta":{"yoast_wpseo_title":"","yoast_wpseo_metadesc":"","yoast_wpseo_canonical":""},"_links":{"self":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/posts\/2275","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/comments?post=2275"}],"version-history":[{"count":0,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/posts\/2275\/revisions"}],"wp:attachment":[{"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/media?parent=2275"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/categories?post=2275"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/statorials.org\/cn\/wp-json\/wp\/v2\/tags?post=2275"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}