{"id":115181,"date":"2024-04-19T12:33:36","date_gmt":"2024-04-19T04:33:36","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/115181.html"},"modified":"2024-04-19T12:33:38","modified_gmt":"2024-04-19T04:33:38","slug":"%e4%bf%a1%e6%81%af%e6%a3%80%e7%b4%a2%e4%b8%ad%e7%9a%84%e6%96%87%e6%a1%a3%e5%88%86%e7%b1%bb%e6%8a%80%e6%9c%af","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/115181.html","title":{"rendered":"\u4fe1\u606f\u68c0\u7d22\u4e2d\u7684\u6587\u6863\u5206\u7c7b\u6280\u672f"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/02173639\/53d7529d-dd8f-42e2-87c0-d101bf70b86e.webp\" alt=\"\u4fe1\u606f\u68c0\u7d22\u4e2d\u7684\u6587\u6863\u5206\u7c7b\u6280\u672f\" 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target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u6280\u672f\u6765\u589e\u5f3a\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<strong>\u7279\u5f81\u63d0\u53d6<\/strong>\u662f\u5176\u4e2d\u6838\u5fc3\u6b65\u9aa4\u4e4b\u4e00\uff0c\u5b83\u6d89\u53ca\u5c06\u6587\u672c\u4e2d\u7684\u6709\u6548\u4fe1\u606f\u8f6c\u6362\u4e3a\u8ba1\u7b97\u673a\u53ef\u5904\u7406\u7684\u6570\u503c\u5f62\u5f0f\uff0c\u5982\u8bcd\u9891-\u9006\u5411\u6587\u4ef6\u9891\u7387\uff08TF-IDF\uff09\u3001Word Embeddings\u7b49\u3002<\/p>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5c06\u8be6\u7ec6\u8ba8\u8bba\u6587\u6863\u5206\u7c7b\u6280\u672f\u7684\u5173\u952e\u73af\u8282\uff0c\u5e76\u9010\u4e00\u89e3\u6790\u6bcf\u4e2a\u6b65\u9aa4\u7684\u4e13\u4e1a\u77e5\u8bc6\u548c\u667a\u80fd\u7b97\u6cd5\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u6587\u6863\u6536\u96c6\u4e0e\u6570\u636e\u9884\u5904\u7406<\/h3>\n<\/p>\n<p><p>\u5728\u6587\u6863\u5206\u7c7b\u4e4b\u524d\uff0c\u9996\u5148\u9700\u8981\u6536\u96c6\u6570\u636e\u3002\u8fd9\u4e00\u9636\u6bb5\uff0c\u4e00\u65b9\u9762\u8981\u6293\u53d6\u6216\u6536\u96c6\u5305\u542b\u6709\u7528\u4fe1\u606f\u7684\u6587\u6863\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u5b8c\u6210\u6570\u636e\u9884\u5904\u7406\u5de5\u4f5c\uff0c\u4ee5\u63d0\u9ad8\u540e\u7eed\u5206\u7c7b\u5de5\u4f5c\u7684\u51c6\u786e\u6027\u548c\u6548\u7387\u3002<\/p>\n<\/p>\n<p><p><strong>\u6570\u636e\u7684\u6536\u96c6<\/strong> 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\u65b9\u6cd5\u4e3b\u8981\u6709\u8bcd\u888b\u6a21\u578b\uff08Bag of Words, BoW\uff09\u3001TF-IDF\u3001n-gram\u6a21\u578b\u7b49\u3002\u8bcd\u888b\u6a21\u578b\u4e2d\uff0c\u8bcd\u8bed\u7684\u987a\u5e8f\u4fe1\u606f\u88ab\u5ffd\u7565\uff0c\u4f46\u5b83\u7b80\u5355\u9ad8\u6548\u3002TF-IDF\u5219\u8fdb\u4e00\u6b65\u901a\u8fc7\u8861\u91cf\u8bcd\u8bed\u5728\u6587\u6863\u96c6\u5408\u4e2d\u7684\u91cd\u8981\u6027\u6765\u6539\u5584\u6587\u672c\u7279\u5f81\u3002<\/p>\n<\/p>\n<p><p>\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u4e2d\u7684<strong>Word Embeddings<\/strong>\uff0c\u6bd4\u5982Word2Vec\u6216GloVe\uff0c\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u8bcd\u5411\u91cf\u8868\u793a\u6587\u6863\uff0c\u8fd9\u5bf9\u4e8e\u6355\u83b7\u8bcd\u8bed\u95f4\u7684\u4e0a\u4e0b\u6587\u548c\u8bed\u4e49\u4fe1\u606f\u5177\u6709\u663e\u8457\u6548\u679c\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u6a21\u578b\u9009\u62e9\u4e0e\u8bad\u7ec3<\/h3>\n<\/p>\n<p><p>\u786e\u5b9a\u7279\u5f81\u8868\u793a\u540e\uff0c\u63a5\u4e0b\u6765\u8981\u9009\u62e9\u4e00\u4e2a\u5408\u9002\u7684\u5206\u7c7b\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002<strong>\u6a21\u578b\u7684\u9009\u62e9<\/strong> 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