{"id":1797,"date":"2023-02-15T09:41:37","date_gmt":"2023-02-15T01:41:37","guid":{"rendered":"http:\/\/www.algmain.com\/?page_id=1797"},"modified":"2023-02-15T12:03:31","modified_gmt":"2023-02-15T04:03:31","slug":"attr-detecting","status":"publish","type":"page","link":"http:\/\/www.algmain.com\/index.php\/nlp-history\/attr-detecting\/","title":{"rendered":"\u8bcd\u6027\u68c0\u6d4b"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u76ee\u7684<\/h2>\n\n\n\n<p>\u8bcd\u6027\u68c0\u6d4b\u7684\u4e3b\u8981\u539f\u56e0\u662f\uff1a\u4f5c\u8005\u89c9\u5f97\u81ea\u5df1\u624b\u4e0a\u76ee\u524d\u6ca1\u6709\u6bd4\u8f83\u9760\u8c31\u7684\u8bcd\u6027\u6807\u6ce8\u539f\u6599\u3002\u6765\u81ea\u4e92\u8054\u7f51\u7684\u8d44\u6599\u4e94\u82b1\u516b\u95e8\uff0c\u6570\u91cf\u5e9e\u5927\uff0c\u60f3\u9010\u4e00\u6311\u9009\u548c\u7ea0\u6b63\uff0c\u592a\u6d88\u8017\u4e2a\u4eba\u7cbe\u529b\u3002\u56e0\u6b64\uff0c\u4f5c\u8005\u751f\u51fa\u4e86\u8ba9\u7a0b\u5e8f\u534f\u52a9\u8bcd\u6027\u68c0\u6d4b\u7684\u60f3\u6cd5\u3002<\/p>\n\n\n\n<p><strong>\u8bcd\u6027\u68c0\u6d4b\u548c\u8bcd\u6027\u6807\u6ce8\u4e0d\u662f\u540c\u4e00\u4ef6\u4e8b\u60c5<\/strong>\u3002\u8bcd\u6027\u68c0\u6d4b\u662f\u5355\u72ec\u68c0\u6d4b\u4e00\u4e2a\u8bcd\u6c47\u53ef\u80fd\u5177\u6709\u7684\u8bcd\u6027\uff1b\u800c\u8bcd\u6027\u6807\u6ce8\u662f\u786e\u5b9a\u4e00\u4e2a\u8bcd\u6c47\u5728\u67d0\u4e2a\u53e5\u5b50\u4e2d\u6240\u8868\u73b0\u51fa\u7684\u8bcd\u6027\u3002\u867d\u90fd\u4e0e\u8bcd\u6027\u76f8\u5173\uff0c\u4f46\u4e24\u8005\u76ee\u7684\u4e0d\u540c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8bcd\u6027<\/h2>\n\n\n\n<p>\u4ece\u7a0b\u5e8f\u7684\u89d2\u5ea6\u6765\u770b\uff0c\u6c49\u8bed\u53ea\u4e0d\u8fc7\u662f\u6807\u8bb0\u8bed\u8a00\u4e2d\u7684\u4e00\u79cd\u3002\u90a3\u4e48\u8fd9\u4e2a\u6807\u8bb0\u5177\u6709\u4ec0\u4e48\u6837\u7684\u8bed\u6cd5\u5c5e\u6027\uff0c\u662f\u5747\u6709\u53ef\u80fd\uff0c\u4ec5\u662f\u6982\u7387\u5927\u5c0f\u4e0d\u540c\u800c\u5df2\u3002<br>\u5b9e\u9645\u751f\u6d3b\u5f53\u4e2d\uff0c\u4e00\u4e2a\u8bcd\u6c47\u7684\u4f7f\u7528\u65b9\u5f0f\u4e5f\u662f\u5728\u4e0d\u65ad\u53d8\u5316\u7684\u3002\u53ea\u8981\u4f7f\u7528\u7684\u4eba\u591a\u4e86\uff0c\u67d0\u4e2a\u8bcd\u6c47\u5c31\u4f1a\u591a\u51fa\u4e00\u4e9b\u5c5e\u6027\uff1b\u4f7f\u7528\u7684\u4eba\u5c11\u4e86\uff0c\u67d0\u4e9b\u5c5e\u6027\u4e5f\u5c31\u9010\u6e10\u6d88\u5931\u4e86\u3002\u4e4b\u524d\u7684\u6587\u7ae0\u4e4b\u4e2d\uff0c\u4f5c\u8005\u4e3e\u4e86\u4e00\u4e2a\u201c\u8f66\u201d\u8fd9\u4e2a\u5b57\u7684\u4f8b\u5b50\u3002\u5927\u5bb6\u53ef\u4ee5\u7ffb\u770b\u4e4b\u524d\u7684\u6587\u7ae0\u300a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/539109593\">\u6211\u7684NLP\uff08\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff09\u5386\u7a0b\uff088\uff09\u2014\u2014\u9891\u6b21\u7edf\u8ba1<\/a>\u300b\u3002<\/p>\n\n\n\n<p>\u5728\u8bf8\u591a\u7684\u8bcd\u6027\u4e4b\u4e2d\uff0c\u6700\u5bb9\u6613\u786e\u5b9a\u7684\u5c31\u662f\u865a\u8bcd\u3002\u76ee\u524d\u5927\u5bb6\u7ecf\u5e38\u4f7f\u7528\u7684\u865a\u8bcd\u5927\u7ea6\u67091000\u591a\u4e2a\u3002\u8fd9\u4e2a\u90e8\u5206\u53ef\u4ee5\u53c2\u8003\u300a\u73b0\u4ee3\u6c49\u8bed\u865a\u8bcd\u8bcd\u5178\u300b\u3002\u8fd9\u4e9b\u865a\u8bcd\u5305\u62ec\uff1a\u526f\u8bcd\u3001\u8fde\u8bcd\u3001\u4ecb\u8bcd\u3001\u611f\u53f9\u8bcd\u3001\u52a9\u8bcd\u3001\u62df\u58f0\u8bcd\u3010\u7b80\u8bb0\u4e3a\uff1a\u5987\uff08\u526f\uff09\u8054\uff08\u8fde\uff09\u501f\uff08\u4ecb\uff09\u70ad\uff08\u53f9\uff09\u52a9\uff08\u52a9\uff09\u4f60\uff08\u62df\uff09\u3011\u3002<\/p>\n\n\n\n<p>\u6570\u91cf\u8bcd\u662f\u5b9e\u8bcd\u4e2d\u6700\u5bb9\u6613\u786e\u5b9a\u7684\u8bcd\u6027\uff0c\u4e3b\u8981\u56e0\u4e3a\u5176\u7279\u5f81\u5b9e\u5728\u8fc7\u4e8e\u660e\u663e\u3002\u6709\u5173\u6570\u91cf\u8bcd\u7684\u63d0\u53d6\u53ef\u4ee5\u53c2\u8003\uff1a\u300a<a href=\"https:\/\/zhuanlan.zhihu.com\/p\/557053336\">\u6211\u7684NLP\uff08\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff09\u5386\u7a0b\uff0816\uff09\u2014\u2014\u63d0\u53d6\u6570\u91cf\u8bcd<\/a>\u300b\u3002\u6c49\u8bed\u4e2d\u7684\u91cf\u8bcd\u975e\u5e38\u591a\uff0c\u4e14\u5f88\u591a\u91cf\u8bcd\u5b58\u5728\u517c\u7c7b\u7684\u60c5\u51b5\uff0c\u4e0d\u8fc7\u6570\u91cf\u4e0a\u603b\u4f53\u6709\u9650\u3002\u8bfb\u8005\u53ef\u4ee5\u53c2\u8003\u300a\u73b0\u4ee3\u6c49\u8bed\u865a\u8bcd\u8bcd\u5178\u300b\u4e2d\u7684\u91cf\u8bcd\u4e0e\u540d\u8bcd\u642d\u914d\u8868\u3002\u4ece\u5176\u4ed6\u89d2\u5ea6\u6765\u770b\uff0c\u901a\u8fc7\u540d\u8bcd\u6240\u5bf9\u5e94\u7684\u91cf\u8bcd\u4e0d\u540c\uff0c\u53ef\u4ee5\u5c06\u540d\u8bcd\u7ec6\u5206\u6210\u4e0d\u540c\u7c7b\u578b\u3002<\/p>\n\n\n\n<p>\u5f62\u5bb9\u8bcd\u548c\u52a8\u8bcd\u867d\u7136\u6570\u91cf\u4e5f\u4e0d\u5c11\uff0c\u4f46\u662f\u603b\u4f53\u6765\u8bf4\u6570\u91cf\u4f9d\u7136\u6709\u9650\u3002\u800c\u4e14\u5f88\u591a\u5f62\u5bb9\u8bcd\u548c\u52a8\u8bcd\u6709\u4e00\u5957\u9020\u8bcd\u65b9\u6cd5\uff0c\u53cd\u4e4b\u5219\u53ef\u4ee5\u901a\u8fc7\u8bcd\u6839\u6765\u786e\u5b9a\u5176\u8bcd\u6027\u3002<\/p>\n\n\n\n<p>\u6240\u6709\u8bcd\u6c47\u5f53\u4e2d\uff0c\u6700\u5e9e\u5927\uff0c\u4e5f\u662f\u6700\u590d\u6742\u7684\u975e\u540d\u8bcd\u83ab\u5c5e\u3002\u5176\u6d89\u53ca\u7684\u8303\u56f4\u548c\u6570\u91cf\u90fd\u662f\u5176\u4ed6\u51e0\u7c7b\u8bcd\u6c47\u6240\u4e0d\u80fd\u6bd4\u7684\u3002\u5728\u505a\u77ed\u8bed\u6216\u8005\u53e5\u5b50\u5206\u6790\u65f6\uff0c\u6700\u5e38\u89c1\u7684\u5c31\u662f\u4eba\u540d\u3001\u5730\u540d\u3001\u56e2\u4f53\u540d\u3001\u673a\u6784\u540d\u3001\u4e13\u7528\u540d\u7b49\u7b49\u540d\u8bcd\u7684\u8bc6\u522b\u3002\u518d\u52a0\u4e0a\u7f29\u5199\u3001\u7b80\u5199\u548c\u4e60\u60ef\u7528\u8bed\uff0c\u53ef\u4ee5\u8bf4\u540d\u8bcd\u5bb6\u65cf\u6574\u4e2a\u4f53\u7cfb\u7684\u7e41\u6742\u3002\u6240\u4ee5\u8bcd\u6027\u8bc6\u522b\u7684\u91cd\u70b9\u5728\u4e8e\u8bc6\u522b\u540d\u8bcd\uff0c\u7279\u522b\u662f\u4e00\u7cfb\u5217\u5e38\u7528\u7684\u540d\u8bcd\u3002<\/p>\n\n\n\n<p>\u53ef\u80fd\u6709\u8bfb\u8005\u4f1a\u95ee\uff1a\u6709\u4e00\u4e2a\u8bcd\u5178\u5e93\u4e0d\u5c31\u53ef\u4ee5\u8bc6\u522b\u5404\u79cd\u540d\u8bcd\u4e86\uff0c\u6ca1\u6709\u4f5c\u8005\u6240\u8bf4\u7684\u96be\u5ea6\u8fd9\u4e48\u5927\u3002\u5176\u5b9e\u4f5c\u8005\u6700\u521d\u7684\u60f3\u6cd5\u4e5f\u662f\u5982\u6b64\u3002\u5728\u5b9e\u9645\u8fdb\u884c\u4e86\u65e0\u6570\u7684\u5206\u6790\u4e4b\u540e\uff0c\u624d\u53d1\u73b0\u4e8b\u60c5\u5e76\u975e\u60f3\u8c61\u7684\u90a3\u4e48\u7b80\u5355\u3002<br>\u4ee5\u59d3\u540d\u4e3a\u4f8b\uff0c\u4f5c\u8005\u7684\u8bcd\u5178\u5e93\u4e2d\u6709\u9884\u5148\u5185\u7f6e\u7684\u59d3\u540d\u5927\u7ea6114\u4e075\u5343\u591a\u4e2a\uff0c\u53e6\u5916\u8fd8\u6709\u5404\u79cd\u5916\u6587\u540d\u5b57\u3002\u5373\u4f7f\u6709\u8fd9\u4e48\u5e9e\u5927\u7684\u5e93\u505a\u652f\u6491\uff0c\u4f46\u662f\u8bed\u6599\u4e2d\u4f9d\u7136\u6709\u5f88\u591a\u59d3\u540d\u4e0d\u5728\u8bcd\u5178\u5e93\u7684\u9884\u7f6e\u8303\u56f4\u5185\u3002\u5728\u9605\u8bfb\u5c0f\u8bf4\u65f6\uff0c\u4eba\u540d\u7684\u5224\u5b9a\u5c31\u662f\u4e2a\u5927\u95ee\u9898\u3002<br>\u9664\u4e86\u4eba\u540d\uff0c\u5730\u540d\u3001\u56e2\u4f53\u540d\u3001\u673a\u6784\u540d\u3001\u516c\u53f8\u540d\u3001\u4e13\u6709\u540d\u90fd\u662f\u5982\u6b64\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u7406\u8bba\u57fa\u7840<\/h2>\n\n\n\n<p>\u8bcd\u6027\u68c0\u6d4b\u7684\u7406\u8bba\u57fa\u7840\u4f9d\u7136\u662f\u57fa\u4e8e\u76f8\u5173\u7cfb\u6570\u3002\u8fd9\u91cc\u9700\u8981\u4f7f\u7528\u5230\u96c6\u5408\u5bf9\u4e2a\u4f53\u7684\u76f8\u5173\u7cfb\u6570\uff1a<\/p>\n\n\n\n<p>\u8bbe\\( S^* = \\{ {{s_i}|i \\in {N^*}} \\} \\)\u662f\u67d0\u4e2a\u5b57\u7b26\u4e32\u96c6\u5408\u3002\u5bf9\u4e8e\u6307\u5b9a\u7684\u8bed\u6599\uff0c\u6309\u7167\u4e00\u5b9a\u7684\u7edf\u8ba1\u65b9\u5f0f\u8fdb\u884c\u7edf\u8ba1\uff0c\u5f97\u5230\u6bcf\u4e2a\u5bf9\u5e94\u5b57\u7b26\u4e32\u7684\u8bcd\u9891\u96c6\u5408\\( F = \\{ {({s_i},{f_i})|i \\in {N^*}} \\} \\)\uff0c\u5176\u4e2d\\({f_i}\\)\u662f\u5b57\u7b26\u4e32\\({s_i}\\)\u5728\u8bed\u6599\u4e2d\u51fa\u73b0\u7684\u9891\u6b21\u3002<\/p>\n\n\n\n<p>\u73b0\u6709\u5b57\u7b26\u4e32\\(s\\)\uff0c\u5176\u5728\u8bed\u6599\u4e2d\u7684\u9891\u6b21\u4e3a&nbsp;\\(f\\)&nbsp;\u3002\u90a3\u4e48\u5b9a\u4e49\u8fd9\u4e2a\u96c6\u5408&nbsp;\\(S^*\\)\u4e0e\u5b57\u7b26\u4e32\\(s\\)\u4e4b\u95f4\u7684\u76f8\u5173\u7cfb\u6570\\(\\gamma\\)\uff1a<\/p>\n\n\n\n<p>\\[ \\gamma ({S^*} \\cdot s) = \\frac{{\\sum\\limits_{i = 1}^N {{f_{{s_i} \\cdot s}}} }}{2}\\left( {\\frac{1}{{\\sum\\limits_{i = 1}^N {{f_{{s_i}}}} }} + \\frac{1}{f}} \\right) = \\frac{{\\sum\\limits_{i = 1}^N {{f_{{s_i} \\cdot s}}} }}{2}\\left( {\\frac{1}{{\\sum\\limits_{i = 1}^N {{f_i}} }} + \\frac{1}{f}} \\right) \\]<\/p>\n\n\n\n<p>\u5176\u4e2d\\({f_{{s_i} \\cdot s}}\\)\u8868\u660e\u662f\u4ee5\u96c6\u5408\\(S^*\\)\u4e2d\u7684\u5b57\u7b26\u4e32\u5143\u7d20\u505a\u524d\u7f00\uff0c\u4e0e\u5b57\u7b26\u4e32\\(s\\)\u62fc\u63a5\u540e\u6240\u5f97\u5b57\u7b26\u4e32\u5728\u8bed\u6599\u4e2d\u51fa\u73b0\u7684\u9891\u6b21\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff1a\u4ee5\u68c0\u6d4b\u91cf\u8bcd\u548c\u5b57\u7b26\u4e32\u201c\u82f9\u679c\u201d\u7684\u76f8\u5173\u7cfb\u6570\u4e3a\u4f8b\u3002<\/p>\n\n\n\n<p>\u6570\u91cf\u8bcd\u5b57\u7b26\u4e32\u96c6\u5408\uff1a\\(S=\\{\u754c,\u65e5,\u5929,&#8230;,\u4e2a,\u5bf9,&#8230;,\u8f88\u5b50\\}\\)<\/p>\n\n\n\n<p>\\(f_{\u91cf\u8bcd}\\)\u662f\u6240\u6709\u91cf\u8bcd\u7684\u8bcd\u9891\u4e4b\u548c\uff0c\u5373\uff1a<\/p>\n\n\n\n<p>\\[f_{\u91cf\u8bcd}=f_{\u754c}+f_{\u65e5}+f_{\u5929}+&#8230;+f_{\u4e2a}+&#8230;+f_{\u5bf9}+&#8230;+f_{\u8f88\u5b50}\\]<\/p>\n\n\n\n<p>\\(f_{{\u91cf\u8bcd} \\cdot {\u82f9\u679c}}\\)\u662f\u6240\u6709\u4eba\u5de5\u5408\u6210\u8bcd\u7684\u8bcd\u9891\u4e4b\u548c\uff0c\u5373\uff1a<\/p>\n\n\n\n<p>\\[f_{{\u91cf\u8bcd}\u22c5{\u82f9\u679c}}=f_{{\u754c}\u22c5{\u82f9\u679c}}+f_{{\u65e5}\u22c5{\u82f9\u679c}}+f_{{\u5929}\u22c5{\u82f9\u679c}}+&#8230;+f_{{\u4e2a}\u22c5{\u82f9\u679c}}+&#8230;+f_{{\u5bf9}\u22c5{\u82f9\u679c}}+&#8230;+f_{{\u8f88\u5b50}\u22c5{\u82f9\u679c}}\\]<\/p>\n\n\n\n<p>\u91cf\u8bcd\u548c\u5b57\u7b26\u4e32\u201c\u82f9\u679c\u201d\u7684\u76f8\u5173\u7cfb\u6570\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\\[\\gamma_{{\u91cf\u8bcd}\u22c5{\u82f9\u679c}}=\\frac {f_{{\u91cf\u8bcd}\u22c5{\u82f9\u679c}}}{2}(\\frac {1}{f_{\u91cf\u8bcd}} + \\frac {1}{f_{\u82f9\u679c}}) \\cong 0.05319837 \\]<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u51c6\u5907\u5de5\u4f5c<\/h2>\n\n\n\n<p>\u7531\u4e8e\u8bed\u6599\u5e93\u5341\u5206\u5e9e\u5927\uff0c\u56e0\u6b64\u5982\u679c\u91c7\u7528\u9010\u4e00\u626b\u63cf\u7684\u65b9\u5f0f\u6765\u7edf\u8ba1\\(f_{s_i\u22c5s}\\)\u5c06\u662f\u4e00\u4e2a\u5341\u5206\u8017\u65f6\u7684\u8fc7\u7a0b\u3002\u4e3a\u4e86\u80fd\u52a0\u5feb\u76f8\u5173\u7684\u7edf\u8ba1\u5de5\u4f5c\uff0c\u9700\u8981\u5bf9\u8bed\u6599\u8fdb\u884c\u9884\u5904\u7406\u3002\u5373\uff0c<strong>\u5c06\u8bed\u6599\u6309\u7167\u53ef\u80fd\u5b58\u5728\u7684\u68c0\u7d22\u9700\u6c42\uff0c\u8fdb\u884c\u5b8c\u5168\u62c6\u5206<\/strong>\u3002\u8fd9\u4e2a\u8fc7\u7a0b\u5341\u5206\u8017\u65f6\uff0c\u800c\u4e14\u9700\u8981\u6709\u4e00\u4e2a\u5e9e\u5927\u7684\u6570\u636e\u5e93\u505a\u652f\u6301\u3002<\/p>\n\n\n\n<p>\u6240\u8c13\u6309\u7167\u53ef\u80fd\u5b58\u5728\u7684\u68c0\u7d22\u9700\u6c42\uff0c\u5c31\u662f\u8981\u7b26\u5408\u4eba\u5de5\u5408\u6210\u8bcd\u7684\u68c0\u7d22\u9700\u6c42\u3002\u56e0\u6b64\uff0c\u62c6\u5206\u51fa\u7684\u5b57\u7b26\u4e32\u957f\u5ea6\u4e0d\u5c11\u4e8e\u4e24\u4e2a\u5b57\u7b26\u3002\u6700\u957f\u5b57\u7b26\u4e32\uff0c\u6309\u7406\u8bba\u5e94\u8be5\u6ca1\u6709\u9650\u5236\u3002\u4f46\u662f\u5b9e\u9645\u4e0a\u8fc7\u957f\u7684\u5b57\u7b26\u4e32\u5df2\u7ecf\u6ca1\u6709\u5b9e\u9645\u610f\u4e49\u3002<br>\u5e38\u89c1\u7684\u8bcd\u6027\u68c0\u6d4b\u5e94\u8be5\u96c6\u4e2d\u5728\u5bf92~3\u4e2a\u5b57\u7b26\u957f\u5ea6\u5b57\u7b26\u4e32\u505a\u8bcd\u6027\u68c0\u6d4b\u3002\u518d\u957f\u7684\u5b57\u7b26\u4e32\uff0c\u8981\u4e48\u53ef\u4ee5\u901a\u8fc7\u5206\u8bcd\u62c6\u5206\u6210\u77ed\u5b57\u7b26\u4e32\uff0c\u8981\u4e48\u662f\u7279\u6b8a\u7684\u540d\u5b57\u548c\u4e13\u6709\u540d\u8bcd\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u4e0d\u7528\u8fc7\u591a\u5173\u6ce8\u8d85\u957f\u5b57\u7b26\u4e32\u7684\u95ee\u9898\u3002<br>\u6240\u4ee5\u201c\u5b8c\u5168\u5c55\u5f00\u8fc7\u7a0b\u201d\u5e94\u8be5\u662f\uff1a\u5b57\u7b26\u4e32\u957f\u5ea6\u4ece2\u8d77\uff0c\u81f36\u7ec8\u7ed3\u3002\u8fd9\u6837\u53ef\u4ee5\u4fdd\u8bc1\u5728\u88ab\u68c0\u6d4b\u5b57\u7b26\u4e32\u4e4b\u524d\u52a0\u4e0a\u5176\u4ed6\u7684\u68c0\u6d4b\u7528\u5b57\u7b26\u4e32\u7684\u6570\u636e\u5e94\u8be5\u5b8c\u5168\u88ab\u6570\u636e\u5e93\u8986\u76d6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"558\" height=\"563\" src=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-876f25b8018e053464264700aa4f0911_1440w.webp\" alt=\"\" class=\"wp-image-1807\" srcset=\"http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-876f25b8018e053464264700aa4f0911_1440w.webp 558w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-876f25b8018e053464264700aa4f0911_1440w-297x300.webp 297w, http:\/\/www.algmain.com\/wp-content\/uploads\/2023\/02\/v2-876f25b8018e053464264700aa4f0911_1440w-150x150.webp 150w\" sizes=\"(max-width: 558px) 100vw, 558px\" \/><\/figure>\n\n\n\n<p>\u8fd9\u4e2a\u6570\u636e\u5e93\u5341\u5206\u5e9e\u5927\uff0c\u6570\u636e\u8bb0\u5f55\u603b\u6570\u5c06\u8fd13\u4ebf\u6761\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><th>\u5b57\u7b26\u4e32\u957f\u5ea6<\/th><th>\u6570\u91cf<\/th><\/tr><tr><td>2<\/td><td>3,560,196<\/td><\/tr><tr><td>3<\/td><td>35,620,269<\/td><\/tr><tr><td>4<\/td><td>76,207,780<\/td><\/tr><tr><td>5<\/td><td>92,973,787<\/td><\/tr><tr><td>6<\/td><td>89,034,672<\/td><\/tr><tr><td>\u603b\u8ba1<\/td><td>297,396,704<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e3a\u4e86\u7f29\u51cf\u6570\u636e\u8868\u4e2d\u7684\u8bb0\u5f55\u6570\u91cf\uff0c\u5df2\u91c7\u53d6\u4e86\u5982\u4e0b\u4e24\u4e2a\u65b9\u6cd5\uff1a<br>\uff081\uff09\u51e1\u662f\u5728\u8bcd\u5178\u5e93\u4e2d\u51fa\u73b0\u7684\u6570\u636e\uff0c\u5728\u8be5\u6570\u636e\u5e93\u4e2d\u5c06\u4e0d\u518d\u91cd\u590d\u8bb0\u5f55\u3002<br>\uff082\uff09\u51e1\u662f\u7edf\u8ba1\u9891\u6b21\u4ec5\u4e3a1\u6b21\u7684\u6570\u636e\uff0c\u4e00\u5f8b\u4e0d\u4e88\u4fdd\u5b58\uff0c\u5c31\u5f53\u5176\u672a\u51fa\u73b0\u8fc7\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u68c0\u6d4b\u51fd\u6570<\/h2>\n\n\n\n<p>\u4ee5\u4e0a\u8ff0\u6570\u636e\u5e93\u4e3a\u57fa\u7840\uff0c\u53ef\u4ee5\u5feb\u901f\u68c0\u6d4b\u76f8\u5173\u7684\u6570\u636e\u3002<\/p>\n\n\n\n<p>\u4ee5\u91cf\u8bcd\u68c0\u6d4b\u51fd\u6570\u4e3a\u4f8b\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: csharp; title: ; notranslate\" title=\"\">\n        public static double GetQtyGamma(string value)\n        {\n#if DEBUG\n            Debug.Assert(!string.IsNullOrEmpty(value));\n#endif\n            \/\/ \u83b7\u5f97\u91cf\u8bcd\n            string&#x5B;] quantifiers = Quantity.GetQuantifiers();\n#if DEBUG\n            \/\/ \u83b7\u5f97\u8ba1\u6570\n            Console.WriteLine(string.Format(\n                &quot;\\t&#x5B;\u6570\u91cf\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a{0}&quot;,\n                CounterTool.GetCount(quantifiers)));\n            \/\/ \u5355\u8bcd\u8ba1\u6570\n            Console.WriteLine(string.Format(\n                &quot;\\t&#x5B;\\&quot;{0}\\&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a{1}&quot;, value,\n                CounterTool.GetCount(value, true)));\n            \/\/ \u540e\u7f00\u8ba1\u6570\n            Console.WriteLine(string.Format(\n                &quot;\\t&#x5B;\u6570\u91cf\u8bcd]+&#x5B;\\&quot;{0}\\&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a{1}&quot;, value,\n                CounterTool.GetCount(false, value, quantifiers)));\n            \/\/ \u76f8\u5173\u7cfb\u6570\n            Console.WriteLine(string.Format(\n                &quot;\\t&#x5B;\u6570\u91cf\u8bcd]+&#x5B;\\&quot;{0}\\&quot;]\u76f8\u5173\u7cfb\u6570\uff1a{1}&quot;, value,\n                GammaTool.GetGamma(false, value, quantifiers)));\n#endif\n            \/\/ \u8fd4\u56de\u7ed3\u679c\n            return GammaTool.GetGamma(false, value, quantifiers);\n        }\n\n        \/\/ \u4f7f\u7528\u5168\u5c40\u8ba1\u6570\n        public static double GetGamma(bool prefix, string single, string&#x5B;] groups)\n        {\n#if DEBUG\n            Debug.Assert(!string.IsNullOrEmpty(single));\n            Debug.Assert(groups != null &amp;&amp; groups.Length &gt; 0);\n#endif\n            \/\/ \u9891\u6b21\u53c2\u6570\n            double fSingle = CounterTool.GetCount(single, true);\n            \/\/ \u68c0\u67e5\u7ed3\u679c\n            if (fSingle &lt;= 0) return -1.0f;\n\n            \/\/ \u9891\u6b21\u53c2\u6570\n            double fCombination = 0; double fGroup = 0;\n            \/\/ \u589e\u52a0\u6570\u636e\n            foreach (string group in groups)\n            {\n                \/\/ \u83b7\u5f97\u8ba1\u6570\n                int fg = CounterTool.GetCount(group, true); if (fg &gt; 0) fGroup += fg;\n                \/\/ \u83b7\u5f97\u65b0\u503c\n                string newValue = prefix ? (single + group) : (group + single);\n                \/\/ \u83b7\u5f97\u8ba1\u6570\n                int count = CounterTool.GetCount(newValue, true); if (count &gt; 0) fCombination += count;\n            }\n            \/\/ \u68c0\u67e5\u7ed3\u679c\n            if (fGroup &lt;= 0.0f || fSingle &lt;= 0.0f) return -1.0f;\n            \/\/\u8fd4\u56de\u7ed3\u679c\n            return fCombination * 0.5f * (1.0f \/ fGroup + 1.0f \/ fSingle);\n        }\n<\/pre><\/div>\n\n\n<h2 class=\"wp-block-heading\">\u6570\u636e\u5206\u6790<\/h2>\n\n\n\n<p>\u6570\u636e\u5206\u6790\u7684\u65f6\u5019\uff0c\u8981\u65f6\u523b\u6ce8\u610f\u4e00\u70b9\uff1a\u6c49\u8bed\u4e2d\uff0c\u8bcd\u7684\u517c\u7c7b\u95ee\u9898\u662f\u5341\u5206\u666e\u904d\u7684\u73b0\u8c61\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1 \u91cf\u8bcd\u524d\u7f00<\/h3>\n\n\n\n<p>\u540d\u8bcd\u7684\u7279\u70b9\u4e4b\u4e00\uff0c\u5c31\u662f\u53ef\u4ee5\u5728\u5176\u524d\u9762\u4f7f\u7528\u91cf\u8bcd\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\nE:\\\u2026\u2026\\net6.0&gt;NLPConsole -scan \/qty \u82f9\u679c\n        &#x5B;\u6570\u91cf\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a184035090\n        &#x5B;&quot;\u82f9\u679c&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a61041\n        &#x5B;\u6570\u91cf\u8bcd]+&#x5B;&quot;\u82f9\u679c&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a6169\n        &#x5B;\u6570\u91cf\u8bcd]+&#x5B;&quot;\u82f9\u679c&quot;]\u76f8\u5173\u7cfb\u6570\uff1a0.05054837029218231\nTime elapsed : 1257 ms\n<\/pre><\/div>\n\n\n<p>\u6b64\u4f8b\u4e2d\u53ef\u4ee5\u770b\u51fa\u91cf\u8bcd\u7684\u7edf\u8ba1\u9891\u6b21\u975e\u5e38\u5927\u3002<\/p>\n\n\n\n<p>\u518d\u6d4b\u8bd5\u4e0b\u5176\u4ed6\u7684\u8bcd\u6c47\uff0c\u4f8b\u5982\uff1a\u5f62\u5bb9\u8bcd\u3001\u52a8\u8bcd\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\nE:\\\u2026\u2026\\net6.0&gt;NLPConsole -scan \/qty \u7f8e\u4e3d\n        &#x5B;\u6570\u91cf\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a184035090\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a56219\n        &#x5B;\u6570\u91cf\u8bcd]+&#x5B;&quot;\u7f8e\u4e3d&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a9083\n        &#x5B;\u6570\u91cf\u8bcd]+&#x5B;&quot;\u7f8e\u4e3d&quot;]\u76f8\u5173\u7cfb\u6570\uff1a0.08080697515876034\nTime elapsed : 624 ms\n\nE:\\\u2026\u2026\\net6.0&gt;NLPConsole -scan \/qty \u884c\u8d70\n        &#x5B;\u6570\u91cf\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a184035090\n        &#x5B;&quot;\u884c\u8d70&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a14513\n        &#x5B;\u6570\u91cf\u8bcd]+&#x5B;&quot;\u884c\u8d70&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a2531\n        &#x5B;\u6570\u91cf\u8bcd]+&#x5B;&quot;\u884c\u8d70&quot;]\u76f8\u5173\u7cfb\u6570\uff1a0.08720456124030233\nTime elapsed : 817 ms\n<\/pre><\/div>\n\n\n<p>\u4ece\u5b9e\u9645\u7ed3\u679c\u4e2d\uff0c\u53ef\u4ee5\u770b\u51fa\uff1a\u5f62\u5bb9\u8bcd\u3001\u52a8\u8bcd\u6240\u5f97\u7684\u76f8\u5173\u7cfb\u6570\u548c\u540d\u8bcd\u6240\u5f97\u7684\u76f8\u5173\u7cfb\u6570\u5dee\u522b\u5e76\u4e0d\u5927\u3002<br>\u7a76\u5176\u4e3b\u8981\u539f\u56e0\u6709\u4ee5\u4e0b\u51e0\u70b9\uff1a<br>\uff081\uff09\u6c49\u8bed\u8bed\u6cd5\u4e2d\uff0c\u4ec5\u8bf4\u540d\u8bcd\u4e4b\u524d\u53ef\u4ee5\u52a0\u6570\u91cf\u8bcd\u3002\u8fd9\u79cd\u8bf4\u6cd5\u5e76\u4e0d\u662f\u4e00\u4e2a\u65ad\u8a00\u3002<br>\uff082\uff09\u52a8\u8bcd\u548c\u540d\u8bcd\u67d0\u79cd\u610f\u4e49\u4e0a\u5904\u4e8e\u4e00\u79cd\u7b49\u4ef7\u5730\u4f4d\u3002<br>\u6216\u8005\u8bf4\uff0c\u6709\u517c\u7c7b\u7684\u60c5\u51b5\u3002\u5982\u4e0a\u9762\u6240\u8bf4\u7684\u201c\u884c\u8d70\u201d\u4e00\u8bcd\uff0c\u53ef\u4ee5\u662f\u52a8\u8bcd\uff0c\u4e5f\u53ef\u4ee5\u662f\u540d\u8bcd\u3002<br>\uff083\uff09\u91cf\u8bcd\u4e4b\u4e2d\u4e5f\u5b58\u5728\u517c\u7c7b\u7684\u60c5\u51b5\u3002\u4f8b\u5982\uff1a\u201c\u5bf9\u201d\u3002<br>\uff084\uff09\u5f62\u5bb9\u8bcd\u7684\u76f8\u5173\u7cfb\u6570\u4e5f\u4e0d\u4f4e\uff0c\u4e3b\u8981\u539f\u56e0\u662f\u88ab\u4fee\u9970\u8bcd\u540e\u7f6e\u5f15\u8d77\u7684\u3002<br>\u4f8b\u5982\uff1a\u201c\u4e00\u4e2a\u7f8e\u4e3d\u7684\u59d1\u5a18\u201d\u3002\u5176\u5b9e\uff0c\u201c\u4e00\u4e2a\u201d\u662f\u4fee\u9970\u7684\u201c\u59d1\u5a18\u201d\uff0c\u800c\u4e0d\u662f\u201c\u7f8e\u4e3d\u201d\u3002\u4f46\u662f\u56e0\u4e3a\u90fd\u540c\u65f6\u4fee\u9970\u59d1\u5a18\u8fd9\u4e2a\u8bcd\uff0c\u6240\u4ee5\u201c\u7f8e\u4e3d\u201d\u7684\u4f4d\u7f6e\u6070\u597d\u4e0e\u91cf\u8bcd\u5728\u4e00\u8d77\u3002\u800c\u8fd9\u79cd\u60c5\u51b5\u5728\u53e5\u5b50\u4e2d\u662f\u5f88\u666e\u904d\u7684\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2 \u52a9\u8bcd\u540e\u7f00<\/h3>\n\n\n\n<p>\u4ee5\u52a9\u8bcd\u4e3a\u540e\u7f00\uff0c\u6c42\u5f97\u76f8\u5173\u7cfb\u6570\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\nE:\\\u2026\u2026&gt;NLPConsole -scan \/aux \u82f9\u679c\n        &#x5B;\u52a9\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a94065267\n        &#x5B;&quot;\u82f9\u679c&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a61041\n        &#x5B;&quot;\u82f9\u679c&quot;]+&#x5B;\u52a9\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a5117\n        &#x5B;&quot;\u82f9\u679c&quot;]+&#x5B;\u52a9\u8bcd]\u76f8\u5173\u7cfb\u6570\uff1a0.04194165014270064\nTime elapsed : 135 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/aux \u7f8e\u4e3d\n        &#x5B;\u52a9\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a94065267\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a56219\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]+&#x5B;\u52a9\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a27127\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]+&#x5B;\u52a9\u8bcd]\u76f8\u5173\u7cfb\u6570\uff1a0.24140604341173683\nTime elapsed : 126 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/aux \u884c\u8d70\n        &#x5B;\u52a9\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a94065267\n        &#x5B;&quot;\u884c\u8d70&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a14513\n        &#x5B;&quot;\u884c\u8d70&quot;]+&#x5B;\u52a9\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a2546\n        &#x5B;&quot;\u884c\u8d70&quot;]+&#x5B;\u52a9\u8bcd]\u76f8\u5173\u7cfb\u6570\uff1a0.08772799605205288\nTime elapsed : 122 ms\n<\/pre><\/div>\n\n\n<p>\u4ece\u5b9e\u9645\u7ed3\u679c\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u5f62\u5bb9\u8bcd\u7684\u76f8\u5173\u7cfb\u6570\u504f\u9ad8\u3002\u540d\u8bcd\u548c\u52a8\u8bcd\u7684\u76f8\u5173\u7cfb\u6570\u76f8\u5dee\u4e5f\u5e76\u4e0d\u662f\u5f88\u5927\u3002<br>\u5f62\u5bb9\u8bcd\u7684\u76f8\u5173\u7cfb\u6570\u504f\u9ad8\uff0c\u4e3b\u8981\u662f\u5f62\u5bb9\u8bcd\u540e\u9762\u53ef\u4ee5\u52a0\u52a9\u8bcd\u201c\u7684\u201d\u5f62\u6210\u4fee\u9970\u8bed\u3002\u800c\u4e14\u8fd9\u79cd\u60c5\u51b5\u7684\u9891\u6b21\u6bd4\u8f83\u9ad8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">3 \u526f\u8bcd\u524d\u7f00<\/h3>\n\n\n\n<p>\u4ee5\u526f\u8bcd\u4e3a\u524d\u7f00\uff0c\u6c42\u5f97\u76f8\u5173\u7cfb\u6570\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\nE:\\\u2026\u2026&gt;NLPConsole -scan \/adv \u82f9\u679c\n        &#x5B;\u526f\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a224093234\n        &#x5B;&quot;\u82f9\u679c&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a61041\n        &#x5B;\u526f\u8bcd]+&#x5B;&quot;\u82f9\u679c&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a6809\n        &#x5B;\u526f\u8bcd]+&#x5B;&quot;\u82f9\u679c&quot;]\u76f8\u5173\u7cfb\u6570\uff1a0.055789180312606115\nTime elapsed : 1954 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/adv \u7f8e\u4e3d\n        &#x5B;\u526f\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a224093234\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a56219\n        &#x5B;\u526f\u8bcd]+&#x5B;&quot;\u7f8e\u4e3d&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a11707\n        &#x5B;\u526f\u8bcd]+&#x5B;&quot;\u7f8e\u4e3d&quot;]\u76f8\u5173\u7cfb\u6570\uff1a0.10414572451703687\nTime elapsed : 1120 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/adv \u884c\u8d70\n        &#x5B;\u526f\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a224093234\n        &#x5B;&quot;\u884c\u8d70&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a14513\n        &#x5B;\u526f\u8bcd]+&#x5B;&quot;\u884c\u8d70&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a1900\n        &#x5B;\u526f\u8bcd]+&#x5B;&quot;\u884c\u8d70&quot;]\u76f8\u5173\u7cfb\u6570\uff1a0.0654627937064345\nTime elapsed : 1403 ms\n<\/pre><\/div>\n\n\n<p>\u4ece\u5b9e\u9645\u60c5\u51b5\u53ef\u4ee5\u770b\u51fa\uff0c\u57fa\u672c\u5982\u524d\u9762\u7684\u5dee\u4e0d\u591a\u3002<br>\u6309\u6c49\u8bed\u8bed\u6cd5\u7406\u8bba\uff0c\u540d\u8bcd\u524d\u9762\u662f\u4e0d\u53ef\u4ee5\u52a0\u526f\u8bcd\u7684\u3002\u5176\u76f8\u5173\u7cfb\u6570\u8f83\u9ad8\u7684\u539f\u56e0\u4e3b\u8981\u6e90\u4e8e\u526f\u8bcd\u4e2d\u5b58\u5728\u517c\u7c7b\u8bcd\u3002<br>\u5f62\u5bb9\u8bcd\u7684\u76f8\u5173\u7cfb\u6570\u504f\u9ad8\uff0c\u4e3b\u8981\u662f\u5f62\u5bb9\u8bcd\u524d\u9762\u53ef\u4ee5\u52a0\u201c\u5f88\u201d\uff0c\u201c\u592a\u201d\u8fd9\u7c7b\u526f\u8bcd\uff0c\u800c\u4e14\u9891\u6b21\u6bd4\u8f83\u9ad8\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">4 \u65b9\u4f4d\u8bcd\u540e\u7f00<\/h3>\n\n\n\n<p>\u4ee5\u65b9\u4f4d\u8bcd\u4e3a\u540e\u7f00\uff0c\u6c42\u5f97\u76f8\u5173\u7cfb\u6570\uff1a<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\nE:\\\u2026\u2026&gt;NLPConsole -scan \/loc \u82f9\u679c\n        &#x5B;\u65b9\u4f4d\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a35232230\n        &#x5B;&quot;\u82f9\u679c&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a61041\n        &#x5B;&quot;\u82f9\u679c&quot;]+&#x5B;\u65b9\u4f4d\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a1112\n        &#x5B;&quot;\u82f9\u679c&quot;]+&#x5B;\u65b9\u4f4d\u8bcd]\u76f8\u5173\u7cfb\u6570\uff1a0.00912441290820976\nTime elapsed : 77 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/loc \u7f8e\u4e3d\n        &#x5B;\u65b9\u4f4d\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a35232230\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a56219\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]+&#x5B;\u65b9\u4f4d\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a337\n        &#x5B;&quot;\u7f8e\u4e3d&quot;]+&#x5B;\u65b9\u4f4d\u8bcd]\u76f8\u5173\u7cfb\u6570\uff1a0.0030019899026216307\nTime elapsed : 66 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/loc \u884c\u8d70\n        &#x5B;\u65b9\u4f4d\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a35232230\n        &#x5B;&quot;\u884c\u8d70&quot;]\u9891\u6b21\u7edf\u8ba1\uff1a14513\n        &#x5B;&quot;\u884c\u8d70&quot;]+&#x5B;\u65b9\u4f4d\u8bcd]\u9891\u6b21\u7edf\u8ba1\uff1a437\n        &#x5B;&quot;\u884c\u8d70&quot;]+&#x5B;\u65b9\u4f4d\u8bcd]\u76f8\u5173\u7cfb\u6570\uff1a0.015061669219810713\nTime elapsed : 66 ms\n<\/pre><\/div>\n\n\n<p>\u53ef\u4ee5\u770b\u5230\uff0c\u76f8\u5173\u7cfb\u6570\u6bd4\u4e4b\u524d\u7684\u6570\u503c\u5747\u6709\u6240\u4e0b\u964d\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">5 \u7279\u6b8a\u68c0\u6d4b\u8bcd<\/h3>\n\n\n\n<p>\u7531\u4e0a\u9762\u7684\u4f8b\u5b50\u53ef\u4ee5\u770b\u51fa\uff0c\u5168\u76d8\u68c0\u6d4b\u90fd\u770b\u4e0d\u51fa\u592a\u5927\u7684\u533a\u522b\u3002\u6bd5\u7adf\u517c\u7c7b\u4ee5\u53ca\u8bed\u6599\u7684\u60c5\u51b5\u592a\u590d\u6742\uff0c\u90fd\u201c\u4e00\u9505\u70e9\u201d\u7684\u7ed3\u679c\u5c31\u662f\u6570\u636e\u5b8c\u5168\u770b\u4e0d\u51fa\u6709\u4efb\u4f55\u5dee\u5f02\u3002\u56e0\u6b64\u9700\u8981\u9009\u62e9\u51fa\u9488\u5bf9\u6027\u6bd4\u8f83\u5f3a\u7684\u8bed\u6cd5\u7ea6\u675f\u6761\u4ef6\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u9009\u62e9\u4e86\u4e94\u7ec4\u68c0\u6d4b\u8bcd\uff1a<br>\uff081\uff09\u7b2c\u4e00\u7ec4\uff1a\u201c\u4e0d\u201d\u3001\u201c\u592a\u201d\u3001\u201c\u5f88\u201d\uff1b<br>\u8be5\u7ec4\u8bcd\u505a\u524d\u7f00\uff0c\u4e3b\u8981\u9488\u5bf9\u540d\u8bcd\u3002<br>\uff082\uff09\u7b2c\u4e8c\u7ec4\uff1a\u201c\u7740\u201d\u3001\u201c\u4e86\u201d\u3001\u201c\u8fc7\u201d\uff1b<br>\u8be5\u7ec4\u8bcd\u505a\u540e\u7f00\uff0c\u4e3b\u8981\u9488\u5bf9\u52a8\u8bcd\u3002<br>\uff083\uff09\u7b2c\u4e09\u7ec4\uff1a\u201c\u7528\u201d\u3001\u201c\u628a\u201d\u3001\u201c\u88ab\u201d\uff1b<br>\u8be5\u7ec4\u8bcd\u505a\u524d\u7f00\uff0c\u4e3b\u8981\u9488\u5bf9\u540d\u8bcd\u3002<br>\uff084\uff09\u7b2c\u56db\u7ec4\uff1a\u201c\u7684\u201d\u3001\u201c\u5730\u201d\u3001\u201c\u5f97\u201d\uff1b<br>\u8be5\u7ec4\u8bcd\u505a\u540e\u7f00\u3002<br>\uff085\uff09\u7b2c\u4e94\u7ec4\uff1a\u201c\u5e94\u8be5\u201d\u3001\u201c\u53ef\u4ee5\u201d\u3001\u201c\u5fc5\u987b\u201d\uff1b<br>\u8be5\u7ec4\u8bcd\u505a\u524d\u7f00\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\nE:\\\u2026\u2026&gt;NLPConsole -scan \/spec \u82f9\u679c\n        (&quot;\u4e0d\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u592a\u82f9\u679c&quot;).gamma = 1.74279043217096E-05\n        (&quot;\u5f88\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u82f9\u679c\u7740&quot;).gamma = 7.490252223886735E-05\n        (&quot;\u82f9\u679c\u4e86&quot;).gamma = 0.0003869355618264652\n        (&quot;\u82f9\u679c\u8fc7&quot;).gamma = 0.00018352561538365555\n        (&quot;\u7528\u82f9\u679c&quot;).gamma = 0.0023385976879444965\n        (&quot;\u628a\u82f9\u679c&quot;).gamma = 0.0017751175108041606\n        (&quot;\u88ab\u82f9\u679c&quot;).gamma = 0.0021316122283297784\n        (&quot;\u82f9\u679c\u7684&quot;).gamma = 0.030490014078203818\n        (&quot;\u82f9\u679c\u5730&quot;).gamma = 0.0015586106537509995\n        (&quot;\u82f9\u679c\u5f97&quot;).gamma = 9.192530120629668E-05\n        (&quot;\u5e94\u8be5\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u53ef\u4ee5\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u5fc5\u987b\u82f9\u679c&quot;).gamma = -1\nTime elapsed : 87 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/spec \u7f8e\u4e3d\n        (&quot;\u4e0d\u7f8e\u4e3d&quot;).gamma = 0.0007599547106898916\n        (&quot;\u592a\u7f8e\u4e3d&quot;).gamma = 0.0007627386688712581\n        (&quot;\u5f88\u7f8e\u4e3d&quot;).gamma = 0.0038032729024592904\n        (&quot;\u7f8e\u4e3d\u7740&quot;).gamma = 6.317553960423184E-05\n        (&quot;\u7f8e\u4e3d\u4e86&quot;).gamma = 0.0013492221676769916\n        (&quot;\u7f8e\u4e3d\u8fc7&quot;).gamma = 0.00022611620104658425\n        (&quot;\u7528\u7f8e\u4e3d&quot;).gamma = 0.0005885560989837975\n        (&quot;\u628a\u7f8e\u4e3d&quot;).gamma = 0.0006616951436454574\n        (&quot;\u88ab\u7f8e\u4e3d&quot;).gamma = 0.0002206812867039208\n        (&quot;\u7f8e\u4e3d\u7684&quot;).gamma = 0.2304138619884229\n        (&quot;\u7f8e\u4e3d\u5730&quot;).gamma = 0.0014568752042141554\n        (&quot;\u7f8e\u4e3d\u5f97&quot;).gamma = 0.0021652014229106243\n        (&quot;\u5e94\u8be5\u7f8e\u4e3d&quot;).gamma = -1\n        (&quot;\u53ef\u4ee5\u7f8e\u4e3d&quot;).gamma = 2.8650606360143836E-05\n        (&quot;\u5fc5\u987b\u7f8e\u4e3d&quot;).gamma = -1\nTime elapsed : 47 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/spec \u884c\u8d70\n        (&quot;\u4e0d\u884c\u8d70&quot;).gamma = 0.00031048851632564206\n        (&quot;\u592a\u884c\u8d70&quot;).gamma = 0.00017487303578597813\n        (&quot;\u5f88\u884c\u8d70&quot;).gamma = -1\n        (&quot;\u884c\u8d70\u7740&quot;).gamma = 0.008023292532419653\n        (&quot;\u884c\u8d70\u4e86&quot;).gamma = 0.010796411202188374\n        (&quot;\u884c\u8d70\u8fc7&quot;).gamma = 0.0029758346443668738\n        (&quot;\u7528\u884c\u8d70&quot;).gamma = 0.0002076767375768556\n        (&quot;\u628a\u884c\u8d70&quot;).gamma = 6.975546058301331E-05\n        (&quot;\u88ab\u884c\u8d70&quot;).gamma = -1\n        (&quot;\u884c\u8d70\u7684&quot;).gamma = 0.05714416042463867\n        (&quot;\u884c\u8d70\u5730&quot;).gamma = 0.0006910227439428804\n        (&quot;\u884c\u8d70\u5f97&quot;).gamma = 0.0006923500112109924\n        (&quot;\u5e94\u8be5\u884c\u8d70&quot;).gamma = -1\n        (&quot;\u53ef\u4ee5\u884c\u8d70&quot;).gamma = 0.0013341147350400978\n        (&quot;\u5fc5\u987b\u884c\u8d70&quot;).gamma = -1\nTime elapsed : 50 ms\n<\/pre><\/div>\n\n\n<figure class=\"wp-block-table\"><table><tbody><tr><th>\u6d4b\u8bd5\u8bcd<\/th><th>\u540d\u8bcd<\/th><th>\u5f62\u5bb9\u8bcd<\/th><th>\u52a8\u8bcd<\/th><\/tr><tr><td>\u4e0d~<\/td><td>\u654f\u611f<\/td><td><\/td><td><\/td><\/tr><tr><td>\u592a~<\/td><td>\u654f\u611f<\/td><td><\/td><td>\u654f\u611f<\/td><\/tr><tr><td>\u5f88~<\/td><td>\u654f\u611f<\/td><td><\/td><td>\u654f\u611f<\/td><\/tr><tr><td>~\u7740<\/td><td><\/td><td>\u654f\u611f<\/td><td>(\u5206\u53ca\u7269\u548c\u4e0d\u53ca\u7269\u52a8\u8bcd\uff09<\/td><\/tr><tr><td>~\u4e86<\/td><td><\/td><td><\/td><td><\/td><\/tr><tr><td>~\u8fc7<\/td><td><\/td><td><\/td><td><\/td><\/tr><tr><td>\u7528~<\/td><td><\/td><td>\uff08\u4fee\u9970\u540e\u7f6e\uff09<\/td><td><\/td><\/tr><tr><td>\u628a~<\/td><td><\/td><td>\uff08\u4fee\u9970\u540e\u7f6e\uff09<\/td><td><\/td><\/tr><tr><td>\u88ab~<\/td><td><\/td><td>\uff08\u4fee\u9970\u540e\u7f6e\uff09<\/td><td><\/td><\/tr><tr><td>~\u7684<\/td><td><\/td><td><\/td><td><\/td><\/tr><tr><td>~\u5730<\/td><td><\/td><td><\/td><td><\/td><\/tr><tr><td>~\u5f97<\/td><td>\u654f\u611f<\/td><td><\/td><td><\/td><\/tr><tr><td>\u5e94\u8be5~<\/td><td>\u654f\u611f<\/td><td>\u654f\u611f<\/td><td><\/td><\/tr><tr><td>\u53ef\u4ee5~<\/td><td>\u654f\u611f<\/td><td>\u654f\u611f<\/td><td><\/td><\/tr><tr><td>\u5fc5\u987b~<\/td><td>\u654f\u611f<\/td><td>\u654f\u611f<\/td><td><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8868\u4e2d\u6240\u8c13\u654f\u611f\uff0c\u5c31\u662f\u6307\u76f8\u5173\u7cfb\u6570\\(\\gamma\u22640.0001\\)&nbsp;\u3002\u7531\u8fd9\u5341\u4e94\u4e2a\u68c0\u6d4b\u8bcd\u5c31\u53ef\u4ee5\u521d\u6b65\u63a2\u6d4b\u51fa\u88ab\u68c0\u6d4b\u8bcd\u7684\u7279\u70b9\u3002\u5982\u679c\u6ca1\u6709\u7279\u70b9\uff0c\u90a3\u5c31\u8bf4\u660e\u88ab\u68c0\u6d4b\u8bcd\u53ef\u4ee5\u517c\u7c7b\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\nE:\\\u2026\u2026&gt;NLPConsole -scan \/spec \u7ea2\n        (&quot;\u4e0d\u7ea2&quot;).gamma = 0.0005430812757101494\n        (&quot;\u592a\u7ea2&quot;).gamma = 0.00013447296598825616\n        (&quot;\u5f88\u7ea2&quot;).gamma = 0.0004387730098900496\n        (&quot;\u7ea2\u7740&quot;).gamma = 0.004553477729989197\n        (&quot;\u7ea2\u4e86&quot;).gamma = 0.014330391411426226\n        (&quot;\u7ea2\u8fc7&quot;).gamma = 0.00024276108727186435\n        (&quot;\u7528\u7ea2&quot;).gamma = 0.0019335491602280033\n        (&quot;\u628a\u7ea2&quot;).gamma = 0.0011080546781163205\n        (&quot;\u88ab\u7ea2&quot;).gamma = 0.0012437309736850009\n        (&quot;\u7ea2\u7684&quot;).gamma = 0.019893694786107103\n        (&quot;\u7ea2\u5730&quot;).gamma = 0.0020155076840044418\n        (&quot;\u7ea2\u5f97&quot;).gamma = 0.0016046403200530566\n        (&quot;\u5e94\u8be5\u7ea2&quot;).gamma = 8.326101090907441E-06\n        (&quot;\u53ef\u4ee5\u7ea2&quot;).gamma = 1.6545544791676688E-05\n        (&quot;\u5fc5\u987b\u7ea2&quot;).gamma = 1.2285809035512935E-05\nTime elapsed : 44 ms\n\nE:\\\u2026\u2026&gt;NLPConsole -scan \/spec \u7ea2\u8272\n        (&quot;\u4e0d\u7ea2\u8272&quot;).gamma = -1\n        (&quot;\u592a\u7ea2\u8272&quot;).gamma = -1\n        (&quot;\u5f88\u7ea2\u8272&quot;).gamma = -1\n        (&quot;\u7ea2\u8272\u7740&quot;).gamma = 2.448728674206622E-05\n        (&quot;\u7ea2\u8272\u4e86&quot;).gamma = 0.0002292156482246504\n        (&quot;\u7ea2\u8272\u8fc7&quot;).gamma = 4.913114112848873E-05\n        (&quot;\u7528\u7ea2\u8272&quot;).gamma = 0.0027435484011925472\n        (&quot;\u628a\u7ea2\u8272&quot;).gamma = 0.0006544722399891065\n        (&quot;\u88ab\u7ea2\u8272&quot;).gamma = 0.0008934353460842746\n        (&quot;\u7ea2\u8272\u7684&quot;).gamma = 0.13311114913618552\n        (&quot;\u7ea2\u8272\u5730&quot;).gamma = 0.0030997089204052525\n        (&quot;\u7ea2\u8272\u5f97&quot;).gamma = 6.156164778740083E-05\n        (&quot;\u5e94\u8be5\u7ea2\u8272&quot;).gamma = -1\n        (&quot;\u53ef\u4ee5\u7ea2\u8272&quot;).gamma = -1\n        (&quot;\u5fc5\u987b\u7ea2\u8272&quot;).gamma = -1\nTime elapsed : 39 ms\n<\/pre><\/div>\n\n\n<p>\u4f8b\u5982\uff1a\u201c\u7ea2\u201d\u662f\u5f62\u5bb9\u8bcd\uff08\u6709\u52a8\u8bcd\u517c\u7c7b\uff09\uff0c\u201c\u7ea2\u8272\u201d\u786e\u662f\u540d\u8bcd\u3002\u5728\u8fd9\u91cc\u53ef\u4ee5\u660e\u663e\u5730\u533a\u5206\u5f00\u3002<\/p>\n\n\n\n<p>\u5bf9\u4e8e\u8fd9\u79cd\u7279\u6b8a\u8bcd\u6c47\u7684\u68c0\u6d4b\u65b9\u5f0f\uff0c\u5c31\u597d\u50cf\u5728\u661f\u7a7a\u4e2d\u5bfb\u627e\u6700\u660e\u4eae\u7684\u65b0\u661f\u4e3a\u5b9a\u4f4d\u5750\u6807\u4e00\u6837\u3002\u7531\u8fd9\u4e9b\u5b9a\u4f4d\u70b9\u786e\u5b9a\u7684\u5750\u6807\u53ef\u4ee5\u8fdb\u4e00\u6b65\u6309\u7167\u77e2\u91cf\u8fdb\u884c\u5904\u7406\u3002\u6b64\u65f6\u53ef\u4ee5\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u7b97\u6cd5\u8fdb\u884c\u7b5b\u9009\u3002\u5173\u952e\u8981\u628a\u4e00\u4e2a\u5b57\u7b26\u4e32\u662f\u5426\u53ef\u4ee5\u505a\u540d\u8bcd\u3001\u52a8\u8bcd\u548c\u5f62\u5bb9\u8bcd\u5224\u522b\u51fa\u6765\uff0c\u540e\u7eed\u5219\u53ef\u4ee5\u8fdb\u884c\u8bcd\u6027\u6807\u6ce8\u3002<\/p>\n\n\n\n<p>\u4ee5\u5b57\u7b26\u4e32\u201c\u82f9\u679c\u201d\u4f5c\u4e3a\u8bad\u7ec3\u4f9d\u636e\u3002<\/p>\n\n\n<div class=\"wp-block-syntaxhighlighter-code \"><pre class=\"brush: bash; title: ; notranslate\" title=\"\">\n14:28:06 &gt; BPCoach.GetVector : \u6570\u636e\u8bb0\u5f55\u5df2\u52a0\u8f7d\uff01\n        \u540d\u8bcd = 0.9933291826025082\n        \u52a8\u8bcd = 4.4472115983278487E-05\n        \u5f62\u5bb9\u8bcd = 0\n        (&quot;\u4e0d\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u592a\u82f9\u679c&quot;).gamma = 1.74279043217096E-05\n        (&quot;\u5f88\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u82f9\u679c\u7740&quot;).gamma = 7.490252223886735E-05\n        (&quot;\u82f9\u679c\u4e86&quot;).gamma = 0.0003869355618264652\n        (&quot;\u82f9\u679c\u8fc7&quot;).gamma = 0.00018352561538365555\n        (&quot;\u7528\u82f9\u679c&quot;).gamma = 0.0023385976879444965\n        (&quot;\u628a\u82f9\u679c&quot;).gamma = 0.0017751175108041606\n        (&quot;\u88ab\u82f9\u679c&quot;).gamma = 0.0021316122283297784\n        (&quot;\u82f9\u679c\u7684&quot;).gamma = 0.030490014078203818\n        (&quot;\u82f9\u679c\u5730&quot;).gamma = 0.0015586106537509995\n        (&quot;\u82f9\u679c\u5f97&quot;).gamma = 9.192530120629668E-05\n        (&quot;\u5e94\u8be5\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u53ef\u4ee5\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u5fc5\u987b\u82f9\u679c&quot;).gamma = -1\n        (&quot;\u82f9\u679c\u524d&quot;).gamma = 0.0008783853071032054\n        (&quot;\u82f9\u679c\u5185&quot;).gamma = 0.0003621079933493595\n        (&quot;\u82f9\u679c\u95f4&quot;).gamma = -1\n\u2026\u2026\n\u7b2c693\u6b21\u8fed\u4ee3\uff01\n        \u540d\u8bcd = 0.9867707534473626\n        \u52a8\u8bcd = 0.00883669943098205\n        \u5f62\u5bb9\u8bcd = 0.00889068245754069\n        \u8bef\u5dee = 9.968024435124802E-05\n<\/pre><\/div>","protected":false},"excerpt":{"rendered":"<p>\u76ee\u7684 \u8bcd\u6027\u68c0\u6d4b\u7684\u4e3b\u8981\u539f\u56e0\u662f\uff1a\u4f5c\u8005\u89c9\u5f97\u81ea\u5df1\u624b\u4e0a\u76ee\u524d\u6ca1\u6709\u6bd4\u8f83\u9760\u8c31\u7684\u8bcd\u6027\u6807\u6ce8\u539f\u6599\u3002\u6765\u81ea\u4e92\u8054\u7f51\u7684\u8d44\u6599\u4e94\u82b1\u516b\u95e8\uff0c\u6570\u91cf\u5e9e\u5927 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":2,"menu_order":6,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-1797","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/1797"}],"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=1797"}],"version-history":[{"count":7,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/1797\/revisions"}],"predecessor-version":[{"id":1895,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/1797\/revisions\/1895"}],"up":[{"embeddable":true,"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/pages\/2"}],"wp:attachment":[{"href":"http:\/\/www.algmain.com\/index.php\/wp-json\/wp\/v2\/media?parent=1797"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}