{"id":591,"date":"2023-02-06T13:13:27","date_gmt":"2023-02-06T05:13:27","guid":{"rendered":"http:\/\/39.104.58.144\/?page_id=591"},"modified":"2023-02-15T09:26:27","modified_gmt":"2023-02-15T01:26:27","slug":"projective-variance-split","status":"publish","type":"page","link":"http:\/\/www.algmain.com\/index.php\/algorithm-article\/projective-variance-split\/","title":{"rendered":"\u6295\u5f71\u65b9\u5dee\u5206\u5272"},"content":{"rendered":"\n<p>\u4f5c\u8005\u5728\u8fd9\u91cc\u8981\u4ecb\u7ecd\u4e00\u79cd\u70b9\u96c6\u7684\u5206\u5272\u7b97\u6cd5\uff08\u6e90\u81ea\u4f5c\u8005\u8bfb\u300a\u56fe\u50cf\u5c40\u90e8\u4e0d\u53d8\u6027\u7279\u5f81\u4e0e\u63cf\u8ff0\u300b\u65f6\u7684\u4e00\u70b9\u7075\u611f\uff09\u3002\u5176\u8d77\u6e90\u6765\u81ea\u4e8eKd\u6811\u7b97\u6cd5\uff0c\u4f46\u6bd4Kd\u6811\u7b97\u6cd5\u66f4\u5177\u6709\u4e00\u822c\u6027\u3002\u6709\u5173Kd\u6811\u7b97\u6cd5\uff0c\u4f1a\u5728\u6587\u7ae0\u5f00\u5934\u505a\u4e2a\u7b80\u5355\u4ecb\u7ecd\uff0c\u5e76\u6307\u51fa\u5176\u4e2d\u7684\u8d77\u6e90\u70b9\u548c\u5173\u952e\u70b9\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u77e5\u4e4e\uff1a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/355200359\" target=\"_blank\" rel=\"noreferrer noopener\">\u70b9\u96c6\u5206\u5272\u7b97\u6cd5\u2014\u2014\u57fa\u4e8e\u6295\u5f71\u65b9\u5dee\u5206\u5272<\/a><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\">Kd\u6811\u7b97\u6cd5<\/h2>\n\n\n\n<p>\u5728\u56fe\u5f62\u7279\u5f81\u70b9\u5339\u914d\u7b97\u6cd5\u4e2d\uff0cKd\u6811\u662f\u4e00\u79cd\u5e38\u7528\u7684\u7279\u5f81\u5339\u914d\u7b97\u5b50\u3002Kd\u6811\u662f\u82f1\u6587K-dimension tree\u7684\u7f29\u5199\uff0c\u662f\u5bf9\u6570\u636e\u70b9\u5728\\(k\\)\u7ef4\u7a7a\u95f4\u4e2d\u5212\u5206\u7684\u4e00\u79cd\u6570\u636e\u7ed3\u6784\u3002\u8fd9\u91cc\u5148\u4ee5\u4e00\u4e2a\u7b80\u5355\u76f4\u89c2\u7684\u793a\u4f8b\u6765\u4ecb\u7ecdKd\u6811\u7b97\u6cd5\uff0c\u5e76\u627e\u51fa\u5176\u4e2d\u7684\u8d77\u6e90\u70b9\u548c\u5173\u952e\u70b9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"218\" height=\"220\" src=\"http:\/\/39.104.58.144\/wp-content\/uploads\/2023\/02\/kd.jpg\" alt=\"\" class=\"wp-image-594\" srcset=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/kd.jpg 218w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/kd-150x150.jpg 150w\" sizes=\"(max-width: 218px) 100vw, 218px\" \/><figcaption class=\"wp-element-caption\">\u56fe1 \u4e8c\u7ef4\u6570\u636eKd\u6811\u63a7\u4ef6\u5212\u5206\u793a\u610f\u56fe<\/figcaption><\/figure>\n\n\n\n<p>\u5047\u8bbe\u67096\u4e2a\u4e8c\u7ef4\u6570\u636e\u70b9\uff1a\\(&nbsp;\\{ (2,3),(5,4),(9,6),(4,7),(8,1),(7,2)\\} \\)&nbsp;\u3002\u6570\u636e\u70b9\u4f4d\u4e8e\u4e8c\u7ef4\u7a7a\u95f4\u5185\uff0c\u5982\u56fe1\u6240\u793a\u3002\u4e3a\u4e86\u80fd\u6709\u6548\u5730\u627e\u5230\u6700\u8fd1\u90bb\uff0cKd\u6811\u91c7\u7528\u5206\u800c\u6cbb\u4e4b\u7684\u601d\u60f3\uff0c\u5373\u5c06\u7a7a\u95f4\u5212\u5206\u6210\u51e0\u4e2a\u5c0f\u90e8\u5206\u3002\u9996\u5148\u7c97\u76f4\u7ebf\u5c06\u7a7a\u95f4\u4e00\u5206\u4e3a\u4e8c\uff0c\u7136\u540e\u5728\u4e24\u4e2a\u5b50\u7a7a\u95f4\u4e2d\uff0c\u7ec6\u76f4\u7ebf\u53c8\u5c06\u6574\u4e2a\u7a7a\u95f4\u5212\u5206\u4e3a\u56db\u4e2a\u90e8\u5206\uff0c\u6700\u540e\u865a\u76f4\u7ebf\u5c06\u8fd9\u56db\u90e8\u5206\u8fdb\u4e00\u6b65\u5212\u5206\u3002<\/p>\n\n\n\n<p>Kd\u6811\u6784\u5efa\u7684\u5173\u952e\u70b9\u5c31\u5728\u4e8e\u533a\u95f4\u5212\u5206\u7684\u6807\u51c6\uff1a<strong>\u7edf\u8ba1\u6570\u636e\u70b9\u5728\u6bcf\u4e2a\u7ef4\u5ea6\u4e0a\u7684\u6570\u636e\u65b9\u5dee\u3002\u6311\u9009\u51fa\u65b9\u5dee\u4e2d\u7684\u6700\u5927\u503c\uff0c\u5bf9\u5e94\u7684\u7ef4\u5c31\u662f\u5206\u5272\u57df\u7684\u503c<\/strong>\u3002\u8fd8\u662f\u4ee5\u4e0a\u9762\u7684\u5b9e\u9645\u4f8b\u5b50\u4e3a\u4f8b\uff1a\u6570\u636e\u70b9\u662f\u5e73\u9762\u6570\u636e\u70b9\uff0c\u56e0\u6b64\u6709\u4e24\u4e2a\u7ef4\u5ea6\u3002\u53ef\u4ee5\u5206\u522b\u7edf\u8ba1\u8fd9\u4e9b\u6570\u636e\u70b9\u5728\\(x\\)\u8f74\u548c\\(y\\)\u8f74\u4e0a\u7684\u6570\u636e\u65b9\u5dee\u3002\u5982\u679c\\(x\\)\u8f74\u65b9\u5dee\u8f83\u5927\uff0c\u90a3\u4e48\u5c31\u4ee5\u5782\u76f4\u4e8e\\(x\\)\u8f74\u65b9\u5411\u5212\u4e00\u6761\u7ad6\u76f4\u7ebf\u5c06\u7a7a\u95f4\u4e00\u5206\u4e3a\u4e8c\uff1b\u5982\u679c\\(y\\)\u8f74\u65b9\u5dee\u8f83\u5927\uff0c\u90a3\u4e48\u5c31\u4ee5\u5782\u76f4\u4e8e&nbsp;\\(y\\)\u8f74\u65b9\u5411\u5212\u4e00\u6761\u6c34\u5e73\u7ebf\u5c06\u7a7a\u95f4\u4e00\u5206\u4e3a\u4e8c\u3002<\/p>\n\n\n\n<p>Kd\u6811\u4e2d\u7684\u4e24\u4e2a\u7ef4\u5ea6\u662f\u786e\u5b9a\u4e3a\\(x\\)\u8f74\u548c\\(y\\)\u8f74\u3002\u4ece\u7eaf\u6570\u5b66\u89d2\u5ea6\u6765\u770b\uff0c\u8fd9\u4e2a\u5e73\u9762\u70b9\u96c6\u7684\u65b9\u5dee\u6700\u5927\u503c\u672a\u5fc5\u5c31\u5728\\(x\\)\u8f74\u6216\\(y\\)\u8f74\u4e0a\u3002\u4ee5\u6b64\u601d\u8def\u4e3a\u6838\u5fc3\u8fdb\u4e00\u6b65\u6269\u5c55\uff1a<strong>\u5bf9\u4e8e\u4efb\u4e00\u7684\u591a\u7ef4\u5ea6\u70b9\u96c6\uff0c\u6c42\u4e00\u6761\u591a\u7ef4\u5ea6\u76f4\u7ebf\uff0c\u4f7f\u5f97\u8fd9\u4e9b\u591a\u7ef4\u5ea6\u70b9\u5728\u8fd9\u6761\u76f4\u7ebf\u4e0a\u7684\u6295\u5f71\u70b9\u65b9\u5dee\u8fbe\u5230\u6700\u5927\u503c\u3002\u90a3\u4e48\u5206\u5272\u57df\u7684\u5206\u5272\u5e73\u9762\uff0c\u5c31\u662f\u5782\u76f4\u4e8e\u8be5\u76f4\u7ebf\u7684\u5e73\u9762<\/strong>\u3002\u8fd9\u6761\u76f4\u7ebf\u548c\u8fd9\u4e2a\u5e73\u9762\u662f\u5426\u5b58\u5728\u4e14\u552f\u4e00\u5728\u5462\uff1f<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6295\u5f71\u65b9\u5dee\u5206\u5272<\/h2>\n\n\n\n<p>\u6309\u7167\u4e0d\u540c\u7ef4\u5ea6\u53ef\u4ee5\u9010\u6b65\u63a8\u5bfc\u51fa\u6295\u5f71\u65b9\u5dee\u7684\u6570\u5b66\u542b\u4e49\u3002<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>AlgMain : <a href=\"http:\/\/www.algmain.com\/index.php\/algorithm-article\/projective-variance-split\/one-dimension\/\">\u4e00\u7ef4\u6295\u5f71\u65b9\u5dee\u5206\u5272<\/a><br>AlgMain : <a href=\"http:\/\/www.algmain.com\/index.php\/algorithm-article\/projective-variance-split\/two-dimension\/\">\u4e8c\u7ef4\u6295\u5f71\u65b9\u5dee\u5206\u5272<\/a><br>AlgMain : <a href=\"http:\/\/www.algmain.com\/index.php\/algorithm-article\/projective-variance-split\/three-dimension\/\">\u4e09\u7ef4\u6295\u5f71\u65b9\u5dee\u5206\u5272<\/a><br>AlgMain : <a href=\"http:\/\/www.algmain.com\/index.php\/algorithm-article\/projective-variance-split\/multi-dimension\/\">\u591a\u7ef4\u6295\u5f71\u65b9\u5dee\u5206\u5272<\/a><\/p>\n<\/blockquote>\n\n\n\n<p>\u5f62\u8c61\u4e00\u70b9\u7684\u89e3\u91ca\u5c31\u662f\uff1a\u7528\u4e00\u4e2a\u201c\u7d27\u51d1\u201d\u7684\u692d\u7403\uff08\u6216\u8005\u692d\u5706\uff09\u53bb\u5bb9\u7eb3\uff08\u6216\u8986\u76d6\uff09\u8fd9\u4e9b\u70b9\uff0c\u90a3\u4e48\u8fd9\u4e2a\u692d\u7403\uff08\u6216\u692d\u5706\uff09\u7684\u6700\u957f\u8f74\u6240\u6307\u65b9\u5411\u5c31\u662f\u4f7f\u5f97\u8ddd\u79bb\u65b9\u5dee\u8fbe\u5230\u6700\u5927\u503c\u7684\u65b9\u5411\uff0c\u5782\u76f4\u4e8e\u8be5\u65b9\u5411\u4e14\u8fc7\u692d\u7403\uff08\u6216\u692d\u5706\uff09\u4e2d\u5fc3\u7684\u5e73\u9762\uff08\u6216\u76f4\u7ebf\uff09\u5c31\u662f\u5206\u5272\u5e73\u9762\uff08\u6216\u76f4\u7ebf\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6295\u5f71\u65b9\u5dee\u5206\u5272\u7684\u7279\u70b9<\/h2>\n\n\n\n<p>\u65b9\u5dee\u5206\u5272\u5177\u6709\u4ee5\u4e0b\u51e0\u4e2a\u5178\u578b\u7279\u70b9\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5e73\u79fb\u4e0d\u53d8\u6027<\/li>\n\n\n\n<li>\u65cb\u8f6c\u4e0d\u53d8\u6027<\/li>\n\n\n\n<li>\u7f29\u653e\u4e0d\u53d8\u6027<\/li>\n<\/ul>\n\n\n\n<p>\u5bf9\u70b9\u96c6\u7684\u5e73\u79fb\u3001\u65cb\u8f6c\u548c\u7f29\u653e\uff0c\u4e0d\u5f71\u54cd\u65b9\u5dee\u5206\u5272\u65b9\u6cd5\u3002\u53ea\u6709\u5f53\u70b9\u96c6\u7684\u5206\u5e03\u6709\u660e\u663e\u53d8\u5316\u65f6\uff0c\u65b9\u5dee\u5206\u5272\u624d\u4f1a\u53d1\u751f\u6539\u53d8\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u6295\u5f71\u65b9\u5dee\u5206\u5272\u7684\u4f8b\u5b50<\/h2>\n\n\n\n<p>\u4e0b\u9762\u7ed9\u51fa\u51e0\u4e2a\u65b9\u5dee\u5206\u5272\u7684\u4f8b\u5b50\uff08\u57fa\u4e8eMatlab\uff09\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"786\" height=\"788\" src=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-9565fea7dae434d66f95fc36e9a97149_1440w.webp\" alt=\"\" class=\"wp-image-1000\" srcset=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-9565fea7dae434d66f95fc36e9a97149_1440w.webp 786w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-9565fea7dae434d66f95fc36e9a97149_1440w-300x300.webp 300w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-9565fea7dae434d66f95fc36e9a97149_1440w-150x150.webp 150w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-9565fea7dae434d66f95fc36e9a97149_1440w-768x770.webp 768w\" sizes=\"(max-width: 786px) 100vw, 786px\" \/><figcaption class=\"wp-element-caption\">\u56fe4 \u4e8c\u7ef4\u70b9\u7fa4\u65b9\u5dee\u5206\u5272<\/figcaption><\/figure>\n\n\n\n<p>\u65b9\u5dee\u5206\u5272\u53ef\u4ee5\u8fde\u7eed\u591a\u6b21\u4f7f\u7528\u3002\u5c06\u539f\u6709\u5df2\u5206\u5272\u5e73\u9762\u8fdb\u884c\u8fdb\u4e00\u6b65\u7ec6\u5206\u3002\u6bcf\u591a\u8fdb\u884c\u4e00\u6b21\u5206\u5272\uff0c\u65b9\u5dee\u5c31\u4f1a\u8fdb\u4e00\u6b65\u7f29\u51cf\u3002\u53e6\u5916\uff0c\u8fd9\u79cd\u8fde\u7eed\u7684\u65b9\u5dee\u5206\u5272\uff0c\u6700\u540e\u4e00\u5b9a\u662f\u51f8\u5206\u5272\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e2a\u8bc1\u660e\u601d\u8def\u5176\u5b9e\u4e5f\u5f88\u7b80\u5355\uff1a\u5047\u8bbe\u5206\u5272\u533a\u57df\u5b58\u5728\u51f9\u9677\u90e8\u5206\uff0c\u90a3\u4e48\u5fc5\u7136\u5c31\u6709\u7a81\u51fa\u70b9\u4f38\u5165\u5230\u51f9\u9677\u90e8\u5206\u3002\u7531\u4e8e\u5c01\u95ed\u533a\u57df\u5185\u8ddd\u79bb\u65b9\u5dee\u5c0f\u4e8e\u4e00\u5b9a\u503c\uff0c\u8fd9\u4e9b\u7a81\u51fa\u70b9\u4e4b\u524d\u5c31\u5e94\u5f53\u5728\u4e4b\u524d\u88ab\u5206\u914d\u539f\u5c01\u95ed\u533a\u57df\u5185\u3002\u8fd9\u5c31\u4e0e\u7b97\u6cd5\u7684\u57fa\u672c\u8981\u6c42\u76f8\u77db\u76fe\u3002\u5177\u4f53\u7684\u8bc1\u660e\u7559\u7ed9\u8bfb\u8005\u601d\u8003\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"610\" src=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-c80d7f6db4972120b82bfb3be7481551_1440w-1024x610.webp\" alt=\"\" class=\"wp-image-1001\" srcset=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-c80d7f6db4972120b82bfb3be7481551_1440w-1024x610.webp 1024w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-c80d7f6db4972120b82bfb3be7481551_1440w-300x179.webp 300w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-c80d7f6db4972120b82bfb3be7481551_1440w-768x458.webp 768w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-c80d7f6db4972120b82bfb3be7481551_1440w.webp 1334w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe5 \u4e8c\u7ef4\u70b9\u7fa4\u7ecf\u8fc7\u4e09\u6b21\u65b9\u5dee\u5206\u5272<\/figcaption><\/figure>\n\n\n\n<p>\u65b9\u5dee\u5206\u5272\u7684\u7ed3\u679c\u67d0\u79cd\u610f\u4e49\u4e0a\uff0c\u53ef\u4ee5\u5f62\u6210\u4e00\u4e2a\u56fe\u5f62\u7684\u201c\u7279\u5f81\u503c\u201d\u3002\u65cb\u8f6c\uff0c\u5e73\u79fb\uff0c\u7f29\u653e\u6216\u8005\u5c11\u91cf\u7684\u589e\u51cf\uff0c\u4e0d\u4f1a\u5bf9\u8fd9\u4e2a\u201c\u7279\u5f81\u503c\u201d\u9020\u6210\u592a\u5927\u5f71\u54cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"610\" src=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-3f30300be623ed915bd80d9883315ef9_1440w-1024x610.webp\" alt=\"\" class=\"wp-image-1002\" srcset=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-3f30300be623ed915bd80d9883315ef9_1440w-1024x610.webp 1024w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-3f30300be623ed915bd80d9883315ef9_1440w-300x179.webp 300w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-3f30300be623ed915bd80d9883315ef9_1440w-768x457.webp 768w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-3f30300be623ed915bd80d9883315ef9_1440w.webp 1335w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe6 \u5bf9\u6c49\u5b57\u70b9\u7fa4\u7ecf\u8fc7\u4e09\u6b21\u65b9\u5dee\u5206\u5272<\/figcaption><\/figure>\n\n\n\n<p>\u66f4\u52a0\u6709\u610f\u601d\u7684\u662f\uff1a\u4f5c\u8005\u5728\u9605\u8bfb\u300a\u6570\u5b57\u56fe\u50cf\u5904\u7406\u7684MATLAB\u5b9e\u73b0\uff08\u7b2c\u4e8c\u7248\uff09\u300b\u65f6\uff0c\u53d1\u73b0\u5728\u7ae0\u82826.6\u2014\u76f4\u63a5\u5728RGB\u77e2\u91cf\u7a7a\u95f4\u4e2d\u5904\u7406\uff0c\u5176\u4e2d\u7684\u516c\u5f0f\u548c\u4e8c\u7ef4\u5206\u5272\u7b97\u6cd5\u51e0\u4e4e\u4e00\u6837\u3002\u6709\u5174\u8da3\u7684\u8bfb\u8005\u53ef\u4ee5\u67e5\u9605\u4e00\u4e0b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u53c2\u8003\u4ee3\u7801(Matlab)<\/h2>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: matlabkey; title: ; notranslate\" title=\"\">\nfunction &#x5B;xMean,yMean,beta,deviation] = MinVarianceSplit(xValues,yValues)\n    %\u9884\u5904\u7406\u68c0\u6d4b\n    count = length(xValues);\n    if count &lt;= 0\n        fprintf(&#039;\u8f93\u5165\u7684\u6570\u7ec4\u6ca1\u6709\u5143\u7d20\uff01\\n&#039;);\n        return;\n    end\n    if count ~= length(yValues)\n        fprintf(&#039;\u8f93\u5165\u7684X\uff0cY\u6570\u7ec4\u957f\u5ea6\u4e0d\u4e00\u81f4\uff01\\n&#039;);\n        return;\n    end\n    %\u6c42X\uff0cY\u5e73\u5747\u503c\n    xMean = mean(xValues);\n    yMean = mean(yValues);\n    %\u5e73\u79fb\u6240\u6709\u70b9\u81f3\u4e2d\u5fc3\u70b9\u4f4d\u7f6e\n    xNewValues = xValues - xMean;\n    yNewValues = yValues - yMean;\n    %\u8ba1\u7b97\u51e0\u4e2a\u5e38\u7528\u6570\u503c\n    xyNewValue = xNewValues * yNewValues&#039;;\n    xxNewValue = xNewValues * xNewValues&#039;;\n    yyNewValue = yNewValues * yNewValues&#039;;\n    %\u8ba1\u7b97beta\u89d2\u5ea6\n    beta = atan(2 * xyNewValue \/ (xxNewValue - yyNewValue)) \/ 2;\n    %\u8ba1\u7b97\u4e8c\u9636\u5bfc\u6570\u5224\u522b\u5f0f\n    delta = - 2 * (xyNewValue * sin(2 * beta) + (xxNewValue - yyNewValue) * cos(2 * beta));\n    %\u68c0\u67e5\u5224\u522b\u5f0f\n    if delta &lt; 0\n        %\u4e8c\u9636\u5bfc\u6570\u5c0f\u4e8e\u96f6\uff0c\u8bf4\u660e\u662f\u6781\u5927\u503c\n        %\u53e6\u5916\u4e00\u4e2a\u5782\u76f4\u65b9\u5411\u5c31\u662f\u6781\u5c0f\u503c\u65b9\u5411\n        beta = beta + pi \/ 2.0;\n    end\n    %\u68c0\u67e5\u8ba1\u7b97\u7ed3\u679c\n    %\u8c03\u6574\u8f93\u51fa\u65b9\u5411\u5728\uff080,pi\uff09\u533a\u95f4\u5185\n    if beta &lt; 0\n        beta = beta + pi;\n    elseif beta &gt; pi\n        beta = beta - pi;\n    end\n    %\u8ba1\u7b97\u6295\u5f71\u70b9\u4e4b\u95f4\u7684\u65b9\u5dee\u6570\u503c\n    deviation = sqrt((cos(2 * beta) * (xxNewValue - yyNewValue) + 2 * sin(2 * beta) * xyNewValue + (xxNewValue + yyNewValue)) \/ (2 * count));\nend\n<\/pre><\/div>","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\u5728\u8fd9\u91cc\u8981\u4ecb\u7ecd\u4e00\u79cd\u70b9\u96c6\u7684\u5206\u5272\u7b97\u6cd5\uff08\u6e90\u81ea\u4f5c\u8005\u8bfb\u300a\u56fe\u50cf\u5c40\u90e8\u4e0d\u53d8\u6027\u7279\u5f81\u4e0e\u63cf\u8ff0\u300b\u65f6\u7684\u4e00\u70b9\u7075\u611f\uff09\u3002\u5176\u8d77\u6e90\u6765\u81ea\u4e8eKd\u6811\u7b97 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":363,"menu_order":3,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-591","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/591"}],"collection":[{"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/comments?post=591"}],"version-history":[{"count":13,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/591\/revisions"}],"predecessor-version":[{"id":1512,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/591\/revisions\/1512"}],"up":[{"embeddable":true,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/363"}],"wp:attachment":[{"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/media?parent=591"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}