{"id":1511,"date":"2024-10-12T07:14:00","date_gmt":"2024-10-11T23:14:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1511"},"modified":"2024-09-15T10:26:10","modified_gmt":"2024-09-15T02:26:10","slug":"%e5%bc%82%e6%9e%84%e5%9b%be%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%9c%a8%e9%87%91%e8%9e%8d%e5%b8%82%e5%9c%ba%e9%a2%84%e6%b5%8b%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/10\/12\/%e5%bc%82%e6%9e%84%e5%9b%be%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%e5%9c%a8%e9%87%91%e8%9e%8d%e5%b8%82%e5%9c%ba%e9%a2%84%e6%b5%8b%e4%b8%ad%e7%9a%84%e5%ba%94%e7%94%a8\/","title":{"rendered":"\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\u5728\u91d1\u878d\u5e02\u573a\u9884\u6d4b\u4e2d\u7684\u5e94\u7528"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/www.laoyulaoyu.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">\u8001\u4f59\u635e\u9c7c<\/a><\/p>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002<\/mark><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/image-162-1024x376.png\" alt=\"\" class=\"wp-image-2079\"\/><\/figure>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<pre class=\"wp-block-verse\" id=\"block-4fb4094f-e624-46f1-b1c5-88bdefd1fa0f\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong>\u8fd9\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a\u65f6\u6001\u548c\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\uff08THGNN\uff09\u7684\u65b0\u65b9\u6cd5\uff0c\u7528\u4e8e\u9884\u6d4b\u91d1\u878d\u5e02\u573a\u4e2d\u7684\u80a1\u7968\u4ef7\u683c\u53d8\u52a8\u3002\u8be5\u65b9\u6cd5\u901a\u8fc7\u751f\u6210\u57fa\u4e8e\u5386\u53f2\u4ef7\u683c\u6570\u636e\u7684\u516c\u53f8\u5173\u7cfb\u56fe\uff0c\u5e76\u5229\u7528\u53d8\u6362\u5668\u7f16\u7801\u5668\u548c\u5f02\u6784\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u6765\u6355\u6349\u4ef7\u683c\u52a8\u6001\u548c\u516c\u53f8\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002\u901a\u8fc7\u5728\u7f8e\u56fd\u548c\u4e2d\u56fd\u80a1\u5e02\u7684\u5e7f\u6cdb\u5b9e\u9a8c\uff0cTHGNN\u5728\u9884\u6d4b\u51c6\u786e\u6027\u548c\u6295\u8d44\u7ec4\u5408\u56de\u62a5\u65b9\u9762\u5747\u4f18\u4e8e\u73b0\u6709\u6a21\u578b\u3002\u6b64\u5916\uff0c<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u8be5\u65b9\u6cd5\u5df2\u5728\u5b9e\u9645\u91cf\u5316\u7b97\u6cd5\u4ea4\u6613\u7cfb\u7edf\u4e2d\u90e8\u7f72\uff0c\u8868\u73b0\u51fa\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u7684\u7d2f\u79ef\u6295\u8d44\u7ec4\u5408\u56de\u62a5\u3002<\/mark><\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u5f15\u8a00 (Introduction)<\/strong><\/h3>\n\n\n\n<p>\u80a1\u7968\u5e02\u573a\u9884\u6d4b\u662f\u91d1\u878d\u9886\u57df\u7684\u6838\u5fc3\u95ee\u9898\u4e4b\u4e00\uff0c\u6d89\u53ca\u590d\u6742\u7684\u6570\u636e\u5206\u6790\u548c\u6a21\u5f0f\u8bc6\u522b\u3002\u5c3d\u7ba1\u6709\u6548\u5e02\u573a\u5047\u8bf4\u8ba4\u4e3a\u80a1\u7968\u4ef7\u683c\u53cd\u6620\u4e86\u6240\u6709\u53ef\u7528\u4fe1\u606f\uff0c\u4f46\u80a1\u7968\u4ef7\u683c\u7684\u6ce2\u52a8\u6027\u4f7f\u5f97\u9884\u6d4b\u5176\u53d8\u52a8\u53d8\u5f97\u56f0\u96be\u3002\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u5728\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u65b9\u9762\u53d6\u5f97\u4e86\u8fdb\u5c55\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u5f15\u5165\u989d\u5916\u7684\u4fe1\u606f\u6e90\uff0c\u5982\u6280\u672f\u6307\u6807\u3001\u91d1\u878d\u72b6\u51b5\u3001\u65b0\u95fb\u548c\u793e\u4ea4\u5a92\u4f53\u5e16\u5b50\u7b49\uff0c\u6765\u63d0\u9ad8\u9884\u6d4b\u6027\u80fd\u3002\u7136\u800c\uff0c\u4f20\u7edf\u65b9\u6cd5\u901a\u5e38\u5c06\u65f6\u95f4\u5e8f\u5217\u89c6\u4e3a\u72ec\u7acb\u540c\u5206\u5e03\uff0c\u5ffd\u7565\u4e86\u80a1\u7968\u95f4\u7684\u5185\u5728\u5173\u8054\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u8005\u5f00\u59cb\u5229\u7528\u77e5\u8bc6\u56fe\u8c31\u6765\u8868\u793a\u5b9e\u4f53\u95f4\u7684\u5185\u90e8\u5173\u7cfb\uff0c\u5e76\u91c7\u7528\u56fe\u5b66\u4e60\u8fdb\u884c\u4ef7\u683c\u8fd0\u52a8\u9884\u6d4b\u3002\u5c3d\u7ba1\u8fd9\u4e9b\u65b9\u6cd5\u6709\u6548\uff0c\u4f46\u6784\u5efa\u5b9e\u4f53\u95f4\u5173\u7cfb\u56fe\u8c31\u5b58\u5728\u6311\u6218\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u5173\u7cfb\u56fe\u8c31\u901a\u5e38\u662f\u52a8\u6001\u53d8\u5316\u7684\uff0c\u4e14\u73b0\u6709\u7684\u57fa\u4e8e\u624b\u5de5\u7f16\u8f91\u6216\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u6784\u5efa\u7684\u5173\u7cfb\u56fe\u8c31\u5b58\u5728\u8d44\u6e90\u6d88\u8017\u5927\u548c\u63d0\u53d6\u51c6\u786e\u5ea6\u4f4e\u7684\u95ee\u9898\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u65f6\u6001\u548c\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u65b9\u6cd5\uff0c\u7528\u4e8e\u5b66\u4e60\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u4e2d\u4ef7\u683c\u53d8\u52a8\u4e4b\u95f4\u7684\u52a8\u6001\u5173\u7cfb\u3002\u8be5\u65b9\u6cd5\u9996\u5148\u6839\u636e\u5386\u53f2\u4ef7\u683c\u751f\u6210\u516c\u53f8\u5173\u7cfb\u56fe\uff0c\u7136\u540e\u5229\u7528\u53d8\u6362\u5668\u7f16\u7801\u5668\u5bf9\u4ef7\u683c\u8fd0\u52a8\u4fe1\u606f\u8fdb\u884c\u7f16\u7801\uff0c\u63a5\u7740\u63d0\u51fa\u5f02\u6784\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u6765\u4f18\u5316\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u5d4c\u5165\uff0c\u5e76\u63a8\u65ad\u76ee\u6807\u8fd0\u52a8\u7684\u6982\u7387\u3002\u5728\u7f8e\u56fd\u548c\u4e2d\u56fd\u80a1\u5e02\u7684\u5e7f\u6cdb\u5b9e\u9a8c\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u4e0e\u73b0\u6709\u6280\u672f\u76f8\u6bd4\u5177\u6709\u4f18\u8d8a\u7684\u6027\u80fd\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u5df2\u5728\u5b9e\u9645\u91cf\u5316\u7b97\u6cd5\u4ea4\u6613\u7cfb\u7edf\u4e2d\u90e8\u7f72\uff0c\u6240\u83b7\u5f97\u7684\u6295\u8d44\u7ec4\u5408\u56de\u62a5\u663e\u8457\u4f18\u4e8e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u76f8\u5173\u5de5\u4f5c (Related Works)<\/strong><\/h3>\n\n\n\n<p>\u5728\u4f20\u7edf\u65b9\u6cd5\u4e2d\uff0c\u7814\u7a76\u8005\u901a\u8fc7\u624b\u52a8\u6784\u5efa\u5404\u79cd\u56e0\u7d20\u4f5c\u4e3a\u6a21\u578b\u8f93\u5165\u6765\u9884\u6d4b\u80a1\u7968\u4ef7\u683c\uff0c\u4f8b\u5982\u5e02\u573a\u4fe1\u53f7\u3001\u80a1\u7968\u57fa\u672c\u9762\u548c\u6280\u672f\u6307\u6807\u3002\u6b64\u5916\uff0c\u5927\u91cf\u73b0\u6709\u65b9\u6cd5\u91c7\u7528\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u53ca\u5176\u53d8\u4f53\uff0c\u5982\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u548c\u95e8\u63a7\u5faa\u73af\u5355\u5143\uff08GRU\uff09\uff0c\u6765\u5b66\u4e60\u5386\u53f2\u4fe1\u606f\u7684\u5e8f\u5217\u6f5c\u5728\u7279\u5f81\uff0c\u5e76\u5c06\u5176\u7528\u4e8e\u4e0b\u6e38\u9884\u6d4b\u4efb\u52a1\u3002\u7136\u800c\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u901a\u5e38\u72ec\u7acb\u5904\u7406\u6bcf\u53ea\u80a1\u7968\u7684\u5e02\u573a\u4fe1\u53f7\uff0c\u5ffd\u7565\u4e86\u80a1\u7968\u4e4b\u95f4\u7684\u5185\u5728\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u5728\u57fa\u4e8e\u56fe\u7684\u5b66\u4e60\u9886\u57df\uff0c\u7814\u7a76\u8005\u5df2\u7ecf\u8bc1\u660e\u80a1\u7968\u4ef7\u683c\u8fd0\u52a8\u4e0d\u4ec5\u4e0e\u81ea\u8eab\u5386\u53f2\u4ef7\u683c\u76f8\u5173\uff0c\u8fd8\u4e0e\u5176\u76f8\u5173\u80a1\u7968\u76f8\u8fde\u3002\u73b0\u6709\u7684\u5de5\u4f5c\u901a\u5e38\u4f7f\u7528\u77e5\u8bc6\u56fe\u8c31\u6765\u5b58\u50a8\u548c\u8868\u793a\u8fd9\u4e9b\u5173\u7cfb\uff0c\u5e76\u5f15\u5165\u56fe\u795e\u7ecf\u7f51\u7edc\uff08GNN\uff09\u6765\u6709\u6548\u5b66\u4e60\u56fe\u7ed3\u6784\u6570\u636e\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b\u7814\u7a76\u5c06\u5b9e\u4f53\u7684\u4f9b\u5e94\u94fe\u5173\u7cfb\u5efa\u6a21\u4e3a\u77e5\u8bc6\u56fe\u8c31\uff0c\u5e76\u4f7f\u7528\u56fe\u5377\u79ef\u7f51\u7edc\u6765\u9884\u6d4b\u80a1\u7968\u8fd0\u52a8\u3002\u5176\u4ed6\u7814\u7a76\u5219\u5229\u7528\u793e\u4ea4\u5a92\u4f53\u6587\u672c\u548c\u516c\u53f8\u5173\u8054\u6784\u5efa\u7684\u8fde\u63a5\uff0c\u5e76\u5e94\u7528\u6ce8\u610f\u529b\u56fe\u795e\u7ecf\u7f51\u7edc\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u6784\u5efa\u7684\u56fe\u901a\u5e38\u53d7\u5230\u624b\u5de5\u7f16\u8f91\u6216\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u7684\u9650\u5236\uff0c\u8fd9\u4e9b\u6280\u672f\u5728\u8d44\u6e90\u6807\u8bb0\u548c\u63d0\u53d6\u51c6\u786e\u6027\u65b9\u9762\u5b58\u5728\u4e0d\u8db3\u3002\u5b9e\u9645\u7684\u516c\u53f8\u5173\u7cfb\u56fe\u662f\u9891\u7e41\u6f14\u53d8\u7684\uff0c\u5e76\u4e14\u516c\u53f8\u5173\u7cfb\u56fe\u4e5f\u662f\u5f02\u6784\u7684\uff0c\u610f\u5473\u7740\u5b9e\u4f53\u95f4\u5b58\u5728\u591a\u79cd\u5173\u7cfb\u7c7b\u578b\u3002\u56e0\u6b64\uff0c\u73b0\u6709\u65b9\u6cd5\u65e0\u6cd5\u5145\u5206\u5229\u7528\u73b0\u5b9e\u751f\u6d3b\u4e2d\u516c\u53f8\u5173\u7cfb\u56fe\u7684\u5168\u90e8\u4fe1\u606f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. \u63d0\u51fa\u7684\u65b9\u6cd5 (The Proposed Method)<\/strong><\/h3>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/c0110b12f8cfc5dcef8b7965ef70fedc-1024x434.png\" alt=\"\" class=\"wp-image-2081\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>3.1 \u95ee\u9898\u5b9a\u4e49<\/strong><\/h3>\n\n\n\n<p>\u4e0e\u4f7f\u7528\u624b\u5de5\u6807\u6ce8\u6216\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6280\u672f\u6784\u5efa\u9759\u6001\u540c\u6784\u56fe\u7684\u4f20\u7edf\u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5\u4e0d\u540c\uff0c\u8be5\u6a21\u578b\u5c06\u516c\u53f8\u5173\u7cfb\u56fe\u8868\u793a\u4e3a\u7531\u5386\u53f2\u4ef7\u683c\u5e8f\u5217\u81ea\u52a8\u751f\u6210\u7684\u65f6\u6001\u5f02\u6784\u56fe\u96c6\u5408\u3002\u5728\u56fe\u4e2d\uff0c\u8282\u70b9\u8868\u793a\u6bcf\u53ea\u80a1\u7968\uff0c\u8fb9\u8868\u793a\u5b83\u4eec\u5728\u5e8f\u5217\u4e2d\u7684\u5173\u7cfb\u3002\u65f6\u6001\u56fe\u7531\u65f6\u95f4\u6807\u8bb0\u7684\u8fb9\u548c\u8282\u70b9\u7ec4\u6210\u3002\u6bcf\u79cd\u7c7b\u578b\u7684\u8fb9\u5728\u516c\u53f8\u5173\u7cfb\u56fe\u4e2d\u53ef\u80fd\u4e0e\u591a\u4e2a\u65f6\u95f4\u6807\u8bb0\u7684\u8fb9\u76f8\u5173\u8054\uff0c\u4e14\u5728\u4e0d\u540c\u4ea4\u6613\u65e5\u4e0a\u8282\u70b9\u548c\u8fb9\u7684\u51fa\u73b0\u53ef\u80fd\u4e0d\u540c\u3002<\/p>\n\n\n\n<p><strong>\u5b9a\u4e49 3.1. \u65f6\u6001\u548c\u5173\u7cfb\u51fa\u73b0\u3002<\/strong> \u5728\u65f6\u6001\u516c\u53f8\u5173\u7cfb\u56fe\u4e2d\uff0c\u8fb9\u4e0e\u4e00\u7cfb\u5217\u65f6\u6001\u51fa\u73b0\u76f8\u5173\u8054\uff0c\u8868\u793a\u8fb9\u5728\u516c\u53f8\u5173\u7cfb\u56fe\u4e2d\u4e0d\u540c\u4ea4\u6613\u65e5\u7684\u51fa\u73b0\u3002\u6bcf\u79cd\u5173\u7cfb\u51fa\u73b0\u90fd\u4e0e\u4e00\u7cfb\u5217\u65f6\u6001\u51fa\u73b0\u76f8\u5173\u8054\uff0c\u8868\u793a\u8fb9\u5728\u4e0d\u540c\u5173\u7cfb\u4e2d\u7684\u51fa\u73b0\u3002<\/p>\n\n\n\n<p><strong>\u5b9a\u4e49 3.2. \u65f6\u6001\u548c\u5f02\u6784\u56fe\u3002<\/strong> \u65f6\u6001\u548c\u5f02\u6784\u56fe\u7531\u4e00\u7ec4\u65f6\u6001\u8282\u70b9\u548c\u4e00\u7cfb\u5217\u65f6\u6001\u8fb9\u96c6\u5408\u7ec4\u6210\uff0c\u5176\u4e2d\u6bcf\u7ec4\u65f6\u6001\u8fb9\u8868\u793a\u7279\u5b9a\u5173\u7cfb\u7684\u6240\u6709\u8fb9\u3002<\/p>\n\n\n\n<p><strong>\u5b9a\u4e49 3.3. \u65f6\u6001\u548c\u5f02\u6784\u56fe\u90bb\u57df\u3002<\/strong> \u7ed9\u5b9a\u65f6\u6001\u8282\u70b9\uff0c\u5176\u90bb\u57df\u5b9a\u4e49\u4e3a\u6ee1\u8db3\u7279\u5b9a\u6761\u4ef6\u7684\u8282\u70b9\u96c6\u5408\u3002<\/p>\n\n\n\n<p>\u6700\u7ec8\uff0c\u80a1\u7968\u8fd0\u52a8\u9884\u6d4b\u95ee\u9898\u88ab\u5b9a\u4e49\u4e3a\uff1a\u8f93\u5165\u4e0a\u5e02\u516c\u53f8\u7684\u5386\u53f2\u4ef7\u683c\u5e8f\u5217\uff0c\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u5e8f\u5217\u751f\u6210\u65f6\u6001\u5f02\u6784\u516c\u53f8\u5173\u7cfb\u56fe\uff0c\u8f93\u51fa\u6bcf\u53ea\u80a1\u7968\u4ef7\u683c\u8fd0\u52a8\u7684\u6982\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u80a1\u7968\u76f8\u5173\u56fe\u751f\u6210<\/strong><\/h3>\n\n\n\n<p>\u4ecb\u7ecd\u4e86\u5982\u4f55\u6784\u5efa\u65f6\u6001\u548c\u5f02\u6784\u56fe\u3002\u901a\u8fc7\u76f4\u63a5\u57fa\u4e8e\u5e02\u573a\u8d8b\u52bf\u4fe1\u53f7\u8ba1\u7b97\u80a1\u7968\u5386\u53f2\u5e02\u573a\u4fe1\u53f7\u4e4b\u95f4\u7684\u76f8\u5173\u7cfb\u6570\u77e9\u9635\u6765\u83b7\u5f97\u76f8\u5173\u77e9\u9635\uff0c\u7136\u540e\u6839\u636e\u76f8\u5173\u77e9\u9635\u7684\u6bcf\u4e2a\u5143\u7d20\u503c\u786e\u5b9a\u516c\u53f8\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5173\u7cfb\u53ef\u4ee5\u662f\u6b63\u5411\u7684\uff08\u76f8\u5173\u7cfb\u6570\u5927\u4e8e\u9608\u503c\uff09\u6216\u8d1f\u5411\u7684\uff08\u76f8\u5173\u7cfb\u6570\u5c0f\u4e8e\u9608\u503c\uff09\u3002\u4e3a\u4e86\u51cf\u5c11\u566a\u58f0\uff0c\u53ea\u8fde\u63a5\u7edd\u5bf9\u503c\u5927\u4e8e\u9608\u503c\u7684\u8fb9\uff0c\u5176\u4f59\u8fb9\u88ab\u89c6\u4e3a\u4e0d\u8fde\u63a5\u3002\u56e0\u6b64\uff0c\u751f\u6210\u4e86\u516c\u53f8\u5173\u7cfb\u56fe\u7684\u8fb9\u3002\u5c06\u516c\u53f8\u95f4\u5173\u7cfb\u56fe\u5efa\u6a21\u4e3a\u5177\u6709\u4e24\u79cd\u5173\u7cfb\u7684\u5f02\u6784\u56fe\uff0c\u5e76\u4e3a\u6a21\u578b\u8f93\u5165\u751f\u6210\u5177\u6709\u591a\u4e2a\u65f6\u95f4\u6233\u7684\u65f6\u6001\u548c\u5f02\u6784\u516c\u53f8\u5173\u7cfb\u56fe\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3 \u5386\u53f2\u4ef7\u683c\u7f16\u7801<\/strong><\/h3>\n\n\n\n<p>\u5b9a\u4e49\u4e86\u4ef7\u683c\u5e8f\u5217\u7279\u5f81\uff0c\u5e76\u4f7f\u7528\u7ebf\u6027\u53d8\u6362\u548c\u4f4d\u7f6e\u7f16\u7801\u5bf9\u4ea4\u6613\u7279\u5f81\u8fdb\u884c\u7f16\u7801\uff0c\u4ee5\u83b7\u5f97\u8f93\u5165\u5f20\u91cf\u3002\u7136\u540e\uff0c\u63d0\u51fa\u4e86\u591a\u5934\u6ce8\u610f\u529b\u673a\u5236\u7684\u53d8\u6362\u5668\u5bf9\u6bcf\u53ea\u80a1\u7968\u5728\u6bcf\u5929\u7684\u4ef7\u683c\u5e8f\u5217\u8fdb\u884c\u7f16\u7801\u3002\u7f16\u7801\u5668\u8f93\u51fa\u7528\u4e8e\u4e0b\u6e38\u4efb\u52a1\u7684\u5f20\u91cf\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.4 \u65f6\u6001\u56fe\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/h3>\n\n\n\n<p>\u7ed9\u5b9a\u5386\u53f2\u5e8f\u5217\u7f16\u7801\u5668\u8f93\u51fa\u548c\u65f6\u6001\u5173\u7cfb\u56fe\uff0c\u63d0\u51fa\u4e86\u56fe\u6ce8\u610f\u529b\u673a\u5236\u6765\u5904\u7406\u5e8f\u5217\u548c\u5f02\u6784\u8f93\u5165\u3002\u901a\u8fc7\u4e24\u9636\u6bb5\u65f6\u6001\u6ce8\u610f\u529b\u673a\u5236\u6765\u805a\u5408\u6765\u81ea\u56fe\u7ed3\u6784\u548c\u65f6\u95f4\u5e8f\u5217\u7684\u4fe1\u606f\u3002\u6bcf\u4e2a\u5173\u7cfb\u7c7b\u578b\u7684\u6d88\u606f\u805a\u5408\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/7d2f51646326b4f4577234064e1d8a43.png\" alt=\"\" class=\"wp-image-2082\"\/><\/figure>\n\n\n\n<p>\u5176\u4e2d \u8868\u793a\u5728\u4ea4\u6613\u65e5 t<em>t<\/em>\u4e0a\u65f6\u6001\u56fe\u6ce8\u610f\u529b\u5c42\u7684\u8f93\u51fa\uff0c \u8868\u793a\u8f93\u51fa\u6295\u5f71\u77e9\u9635\uff0c\u8868\u793a\u5934\u7684\u6570\u91cf\uff0c\u6bcf\u4e2a\u5934\u7684\u65f6\u6001\u56fe\u6ce8\u610f\u529b\u5c42 &nbsp;\u8ba1\u7b97\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/9e6cf001f8b8db6669124b9284bbc9b8.png\" alt=\"\" class=\"wp-image-2083\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>3.5 \u5f02\u6784\u56fe\u6ce8\u610f\u529b\u673a\u5236<\/strong><\/h3>\n\n\n\n<p>\u5728\u4e24\u9636\u6bb5\u6ce8\u610f\u529b\u673a\u5236\u540e\uff0c\u5df2\u7ecf\u4ece\u4e0d\u540c\u7c7b\u578b\u7684\u90bb\u5c45\u83b7\u5f97\u4e86\u4fe1\u606f\u3002\u7136\u540e\uff0c\u63d0\u51fa\u4e86\u5f02\u6784\u56fe\u6ce8\u610f\u529b\u7f51\u7edc\u6765\u5b66\u4e60\u5173\u7cfb\u56fe\u4e2d\u4e0d\u540c\u5173\u7cfb\u7684\u4fe1\u606f\u3002\u5b9a\u4e49\u6d88\u606f\u6e90\u4e3a\u4e09\u79cd\u7c7b\u578b\u7684\u5d4c\u5165\uff0c\u5373\u81ea\u8eab\u7684\u6d88\u606f\uff0c\u6b63\u90bb\u5c45\u7684\u6d88\u606f \u548c\u8d1f\u90bb\u5c45\u7684\u6d88\u606f\u3002\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u81ea\u9002\u5e94\u5730\u751f\u6210\u4e0d\u540c\u5173\u7cfb\u7684\u91cd\u8981\u6027\u6743\u91cd\u3002<\/p>\n\n\n\n<p><strong>(\u03c0pn,\u03c0nn,\u03c0nr)=HGA(Htr,Hpn,Hnn)<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/8f4046ec99a6e9b44cf99fca1dc0ceb0.png\" alt=\"\" class=\"wp-image-2084\"\/><\/figure>\n\n\n\n<p>\u5176\u4e2d\uff0cHGA\u8868\u793a\u5f02\u6784\u56fe\u6ce8\u610f\u529b\u51fd\u6570\u3002\u9996\u5148\u4f7f\u7528\u4e09\u4e2a\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u8f6c\u6362\u8fd9\u4e09\u7ec4\u5d4c\u5165\uff0c\u7136\u540e\u4f7f\u7528\u5f02\u6784\u56fe\u6ce8\u610f\u529b\u5411\u91cf q \u6765\u8861\u91cf\u6bcf\u4e2a\u5d4c\u5165\u7684\u91cd\u8981\u6027\u3002\u6700\u540e\uff0c\u8ba1\u7b97\u6bcf\u79cd\u5173\u7cfb\u7684\u8d21\u732e\uff0c\u5e76\u5f97\u5230\u6700\u7ec8\u5d4c\u5165 Z\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.6 \u4f18\u5316\u76ee\u6807<\/strong><\/h3>\n\n\n\n<p>\u5b9e\u73b0\u4e86\u76ee\u6807\u51fd\u6570\u7684\u5b9e\u73b0\u3002\u5c06\u80a1\u7968\u8fd0\u52a8\u9884\u6d4b\u4efb\u52a1\u5efa\u6a21\u4e3a\u534a\u76d1\u7763\u8282\u70b9\u5206\u7c7b\u95ee\u9898\u3002\u9009\u62e9\u90e8\u5206\u80a1\u7968\u4f5c\u4e3a\u6807\u8bb0\u8282\u70b9\uff0c\u5e76\u4f7f\u7528\u4e00\u5c42MLP\u4f5c\u4e3a\u5206\u7c7b\u5668\u6765\u83b7\u53d6\u6807\u8bb0\u8282\u70b9\u7684\u5206\u7c7b\u7ed3\u679c\u3002\u7136\u540e\uff0c\u4f7f\u7528\u4e8c\u5143\u4ea4\u53c9\u71b5\u6765\u8ba1\u7b97\u76ee\u6807\u51fd\u6570\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/cdb3c75983103f72449a2598327102c7.png\" alt=\"\" class=\"wp-image-2085\"\/><\/figure>\n\n\n\n<p>\u5176\u4e2d Yl\u8868\u793a\u6807\u8bb0\u8282\u70b9\u96c6\u5408\uff0cYi\u548cZi\u5206\u522b\u8868\u793a\u6807\u8bb0\u8282\u70b9 i \u7684\u6807\u7b7e\u548c\u5d4c\u5165\uff0c\u03c3 \u8868\u793a Sigmoid \u6fc0\u6d3b\u51fd\u6570\uff0cW\u548c b\u662f MLP \u7684\u53c2\u6570\u3002\u5728\u6807\u8bb0\u6570\u636e\u7684\u6307\u5bfc\u4e0b\uff0c\u4f7f\u7528 Adam \u4f18\u5316\u5668\u66f4\u65b0\u6240\u63d0\u51fa\u65b9\u6cd5\u7684\u53c2\u6570\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u5b9e\u9a8c (Experiments)<\/strong><br><\/h3>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>4.1 \u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6570\u636e\u96c6<\/strong>\uff1a\u5b9e\u9a8c\u4f7f\u7528\u4e86\u7f8e\u56fd\u548c\u4e2d\u56fd\u80a1\u5e02\u7684\u6570\u636e\uff0c\u5305\u62ec\u6807\u51c6\u666e\u5c14500\u6307\u6570\uff08S&amp;P 500\uff09\u548c\u4e2d\u56fd\u6caa\u6df1300\u6307\u6570\uff08CSI 300\uff09\u7684\u5386\u53f2\u4ef7\u683c\u6570\u636e\uff0c\u65f6\u95f4\u8de8\u5ea6\u4e3a2016\u5e74\u81f32021\u5e74\u3002\u6b64\u5916\uff0c\u8fd8\u6784\u5efa\u4e86\u516c\u53f8\u5173\u7cfb\u56fe\uff0c\u8fd9\u4e9b\u56fe\u57fa\u4e8e\u8fc7\u53bb20\u4e2a\u4ea4\u6613\u65e5\u5185\u80a1\u7968\u4ef7\u683c\u53d8\u52a8\u7684\u76f8\u5173\u7cfb\u6570\u77e9\u9635\u751f\u6210\u3002<\/li>\n\n\n\n<li><strong>\u53c2\u6570\u8bbe\u7f6e<\/strong>\uff1a\u6a21\u578b\u7684\u65f6\u6001\u56fe\u5305\u542b20\u4e2a\u4ea4\u6613\u65e5\u7684\u516c\u53f8\u5173\u7cfb\u3002\u5728\u56fe\u751f\u6210\u8fc7\u7a0b\u4e2d\uff0c\u8fb9\u7684\u751f\u6210\u9608\u503c\u8bbe\u7f6e\u4e3a0.6\u3002\u4f7f\u7528\u8fc7\u53bb20\u4e2a\u4ea4\u6613\u65e5\u7684\u5386\u53f2\u4ef7\u683c\u6570\u636e\u4f5c\u4e3a\u8f93\u5165\u7279\u5f81\uff0c\u7f16\u7801\u5c42\u7684\u7279\u5f81\u7ef4\u5ea6\u548c\u8f93\u5165\u7ef4\u5ea6\u5747\u8bbe\u7f6e\u4e3a128\uff0c\u9690\u85cf\u5c42\u7ef4\u5ea6\u4e3a512\uff0c\u503c\u7ef4\u5ea6\u4e3a128\uff0c\u6ce8\u610f\u529b\u5934\u6570\u4e3a8\u3002<\/li>\n\n\n\n<li><strong>\u4ea4\u6613\u534f\u8bae<\/strong>\uff1a\u57fa\u4e8e\u6bcf\u65e5\u4e70\u5356\u6301\u6709\u7b56\u7565\u8bc4\u4f30\u80a1\u7968\u8fd0\u52a8\u9884\u6d4b\u65b9\u6cd5\u7684\u6027\u80fd\u3002\u5728\u6d4b\u8bd5\u671f\u95f4\u7684\u6bcf\u4e2a\u4ea4\u6613\u65e5\u7ed3\u675f\u65f6\uff0c\u4f7f\u7528\u9884\u6d4b\u6a21\u578b\u5f97\u5230\u6bcf\u53ea\u80a1\u7968\u7684\u9884\u671f\u6536\u76ca\u7387\u6392\u540d\u3002\u5728\u4e0b\u4e00\u4e2a\u4ea4\u6613\u65e5\u5f00\u59cb\u65f6\uff0c\u5356\u51fa\u524d\u4e00\u65e5\u8d2d\u4e70\u7684\u80a1\u7968\uff0c\u5e76\u8d2d\u4e70\u9884\u671f\u6536\u76ca\u6700\u9ad8\u7684\u80a1\u7968\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/2499ec2f42115b7f31f244fc786e06e3-1024x418.png\" alt=\"\" class=\"wp-image-2086\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>4.2 \u91d1\u878d\u9884\u6d4b<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6027\u80fd\u8bc4\u4f30<\/strong>\uff1a\u4f7f\u7528\u9884\u6d4b\u51c6\u786e\u6027\uff08ACC\uff09\u3001\u5e74\u5316\u6536\u76ca\u7387\uff08ARR\uff09\u3001\u5e74\u5316\u6ce2\u52a8\u7387\uff08AV\uff09\u3001\u6700\u5927\u56de\u64a4\uff08MDD\uff09\u3001\u5e74\u5316\u590f\u666e\u6bd4\u7387\uff08ASR\uff09\u3001\u5361\u9a6c\u5c14\u6bd4\u7387\uff08CR\uff09\u548c\u4fe1\u606f\u6bd4\u7387\uff08IR\uff09\u7b49\u4e03\u4e2a\u6307\u6807\u6765\u8bc4\u4f30\u4e0d\u540c\u6a21\u578b\u7684\u6027\u80fd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0cTHGNN\u6a21\u578b\u5728\u6240\u6709\u57fa\u7ebf\u65b9\u6cd5\u4e2d\u8868\u73b0\u6700\u4f73\uff0c\u8bc1\u660e\u4e86\u65f6\u6001\u548c\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\u5728\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u7684\u4f18\u8d8a\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/de7a6a350ad4d7333f9fbe83fd34b35e-1024x283.png\" alt=\"\" class=\"wp-image-2087\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/c2b29ade91097be6ce782b0d2c5de8fc-1024x535.png\" alt=\"\" class=\"wp-image-2088\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>4.3 \u6d88\u878d\u7814\u7a76<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong>\uff1a\u901a\u8fc7\u79fb\u9664\u6a21\u578b\u4e2d\u7684\u5386\u53f2\u4ef7\u683c\u7f16\u7801\u5c42\u3001\u65f6\u6001\u56fe\u6ce8\u610f\u529b\u5c42\u548c\u5f02\u6784\u56fe\u6ce8\u610f\u529b\u673a\u5236\uff0c\u8bc4\u4f30\u8fd9\u4e9b\u7ec4\u4ef6\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8fd9\u4e9b\u7ec4\u4ef6\u5bf9\u4e8e\u6a21\u578b\u7684\u6574\u4f53\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.4 \u6295\u8d44\u7ec4\u5408\u6027\u80fd<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6295\u8d44\u7b56\u7565\u8bc4\u4f30<\/strong>\uff1a\u4f7f\u7528\u5e74\u5316\u6536\u76ca\u7387\uff08ARR\uff09\u3001\u5e74\u5316\u590f\u666e\u6bd4\u7387\uff08ASR\uff09\u3001\u5361\u9a6c\u5c14\u6bd4\u7387\uff08CR\uff09\u548c\u4fe1\u606f\u6bd4\u7387\uff08IR\uff09\u7b49\u6307\u6807\u8bc4\u4f30\u6295\u8d44\u7ec4\u5408\u7b56\u7565\u7684\u6027\u80fd\u3002THGNN\u6a21\u578b\u5728\u6784\u5efa\u76c8\u5229\u6295\u8d44\u7ec4\u5408\u7b56\u7565\u65b9\u9762\u8868\u73b0\u51fa\u8272\uff0c\u4f18\u4e8e\u5176\u4ed6\u57fa\u7ebf\u65b9\u6cd5\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4.5 \u53c2\u6570\u654f\u611f\u6027<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53c2\u6570\u5f71\u54cd<\/strong>\uff1a\u7814\u7a76\u4e86\u5d4c\u5165\u7ef4\u5ea6\u3001\u7f16\u7801\u8f93\u51fa\u7ef4\u5ea6\u3001\u6ce8\u610f\u529b\u5411\u91cf\u7ef4\u5ea6\u548c\u6ce8\u610f\u529b\u5934\u6570\u7b49\u53c2\u6570\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\u3002\u5b9e\u9a8c\u7ed3\u679c\u63ed\u793a\u4e86\u4e0d\u540c\u53c2\u6570\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5177\u4f53\u5f71\u54cd\uff0c\u4e3a\u6a21\u578b\u7684\u53c2\u6570\u8c03\u6574\u63d0\u4f9b\u4e86\u6307\u5bfc\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/e771408e72052c62b99af09527d9dc25-1018x1024.png\" alt=\"\" class=\"wp-image-2089\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>4.6 \u56fe\u795e\u7ecf\u7f51\u7edc\u7684\u53ef\u89e3\u91ca\u6027<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6ce8\u610f\u529b\u6743\u91cd\u53ef\u89c6\u5316<\/strong>\uff1a\u901a\u8fc7\u53ef\u89c6\u5316\u6a21\u578b\u9884\u6d4b\u8fc7\u7a0b\u4e2d\u7684\u6ce8\u610f\u529b\u6743\u91cd\uff0c\u63a2\u7d22\u4e86\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u8282\u70b9\u7684\u5ea6\u548c\u65e5\u6536\u76ca\u7387\u6ce2\u52a8\u5bf9\u6ce8\u610f\u529b\u6743\u91cd\u6709\u663e\u8457\u5f71\u54cd\uff0c\u8bc1\u660e\u4e86\u6a21\u578b\u5728\u6355\u6349\u516c\u53f8\u95f4\u52a8\u6001\u5173\u7cfb\u65b9\u9762\u7684\u6709\u6548\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/d0ed0fb634e0089350f6169ae30dc522-952x1024.png\" alt=\"\" class=\"wp-image-2090\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>4.7 \u7cfb\u7edf\u5b9e\u73b0<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6a21\u578b\u90e8\u7f72<\/strong>\uff1a\u4ecb\u7ecd\u4e86\u6a21\u578b\u7684\u5b9e\u73b0\u7ec6\u8282\u548c\u90e8\u7f72\u7684\u684c\u9762\u5e94\u7528\u7a0b\u5e8f\u3002THGNN\u6a21\u578b\u6bcf\u5929\u91cd\u65b0\u8bad\u7ec3\u4e00\u6b21\uff0c\u4f7f\u7528\u5c0f\u6279\u91cf\u68af\u5ea6\u4e0b\u964d\u4f18\u5316\u3002\u6a21\u578b\u4f7f\u7528PyTorch\u5b9e\u73b0\uff0c\u5e76\u90e8\u7f72\u5728Python\u548cJava\u73af\u5883\u4e2d\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u5206\u5e03\u5f0fScrapy\u83b7\u53d6\u5386\u53f2\u80a1\u7968\u6570\u636e\uff0c\u5e76\u4f7f\u7528Neo4j\u4f5c\u4e3a\u56fe\u6570\u636e\u5e93\u5b58\u50a8\u5173\u7cfb\u56fe\u3002\u5e94\u7528\u7a0b\u5e8f\u754c\u9762\u5c55\u793a\u4e86\u57fa\u4e8eTHGNN\u7b56\u7565\u6301\u6709\u7684\u80a1\u7968\u5217\u8868\u3001\u4ef7\u683c\u53d8\u52a8\u66f2\u7ebf\u548c\u76f8\u5173\u516c\u53f8\u7684\u53ef\u89c6\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/b6598ed06e5238b2a6fd62c9e7a1f354-1024x671.png\" alt=\"\" class=\"wp-image-2091\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>5. \u7ed3\u8bba\u548c\u8ba8\u8bba (Conclusion and Discussion)<\/strong><\/h3>\n\n\n\n<p>\u672c\u6587\u786e\u8ba4\u4e86\u6240\u63d0\u51fa\u7684\u65f6\u6001\u548c\u5f02\u6784\u56fe\u795e\u7ecf\u7f51\u7edc\uff08THGNN\uff09\u6a21\u578b\u5728\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u4e2d\u7684\u6709\u6548\u6027\uff0c\u7279\u522b\u662f\u5728\u52a8\u6001\u5f02\u6784\u56fe\u7ed3\u6784\u7684\u5e94\u7528\u4e0a\uff0c\u76f8\u8f83\u4e8e\u9759\u6001\u6216\u540c\u6784\u56fe\u7ed3\u6784\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u83b7\u5f97\u66f4\u6709\u5229\u53ef\u56fe\u7684\u6295\u8d44\u7ec4\u5408\u7b56\u7565\u3002\u8bba\u6587\u6307\u51fa\uff0c\u8fd9\u662f\u9996\u6b21\u5c06\u516c\u53f8\u95f4\u5173\u7cfb\u5efa\u6a21\u4e3a\u52a8\u6001\u5f02\u6784\u56fe\uff0c\u5e76\u5e94\u7528\u4e8e\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u95ee\u9898\uff0c\u4e3a\u57fa\u4e8e\u56fe\u7684\u91d1\u878d\u6280\u672f\u7814\u7a76\u548c\u521b\u65b0\u63d0\u4f9b\u4e86\u65b0\u7684\u65b9\u5411\u3002\u540c\u65f6\uff0c\u8bba\u6587\u6307\u51fa\u5728\u751f\u6210\u5b9e\u9645\u516c\u53f8\u5173\u7cfb\u56fe\u65b9\u9762\u7684\u5de5\u4f5c\u8fd8\u6709\u6539\u8fdb\u7a7a\u95f4\uff0c\u5e76\u63d0\u51fa\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u5c06\u96c6\u4e2d\u5728\u6539\u5584\u516c\u53f8\u5173\u7cfb\u7684\u5efa\u6a21\uff0c\u4ee5\u5e2e\u52a9\u9884\u6d4b\u6a21\u578b\u83b7\u5f97\u66f4\u51c6\u786e\u7684\u8bad\u7ec3\u8f93\u5165\u56fe\u6570\u636e\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><mark style=\"background-color:#ffffff\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u672c\u6587\u5185\u5bb9\u4ec5\u4ec5\u662f\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u5e76\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/mark><\/strong><\/p>\n\n\n\n<p class=\"has-text-align-center\"><strong><mark style=\"background-color:#ffffff\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u8f6c\u53d1\u8bf7\u6ce8\u660e\u539f\u4f5c\u8005\u548c\u51fa\u5904\u3002<\/mark><\/strong><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u8001\u4f59\u635e\u9c7c \u539f\u521b\u4e0d\u6613\uff0c\u8f6c\u8f7d\u8bf7\u6807\u660e\u51fa\u5904\u53ca\u539f\u4f5c\u8005\u3002&#8230;<\/p>\n<div class=\"more-link-wrapper\"><a class=\"more-link\" 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