{"id":1432,"date":"2024-09-20T07:36:00","date_gmt":"2024-09-19T23:36:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1432"},"modified":"2024-09-18T22:32:51","modified_gmt":"2024-09-18T14:32:51","slug":"%e5%85%a8%e6%96%b0-hlob-%e6%a8%a1%e5%9e%8b%ef%bc%9a%e9%a2%84%e6%b5%8b%e9%99%90%e4%bb%b7%e8%ae%a2%e5%8d%95%e7%b0%bf%e4%b8%ad%e9%97%b4%e4%bb%b7%e6%a0%bc%e5%8f%98%e5%8c%96%e6%96%b9%e5%90%91%e7%9a%84","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/09\/20\/%e5%85%a8%e6%96%b0-hlob-%e6%a8%a1%e5%9e%8b%ef%bc%9a%e9%a2%84%e6%b5%8b%e9%99%90%e4%bb%b7%e8%ae%a2%e5%8d%95%e7%b0%bf%e4%b8%ad%e9%97%b4%e4%bb%b7%e6%a0%bc%e5%8f%98%e5%8c%96%e6%96%b9%e5%90%91%e7%9a%84\/","title":{"rendered":"\u5168\u65b0 HLOB \u6a21\u578b\uff1a\u9884\u6d4b\u9650\u4ef7\u8ba2\u5355\u7c3f\u4e2d\u95f4\u4ef7\u683c\u53d8\u5316\u65b9\u5411\u7684\u5229\u5668"},"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-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/666.webp\" alt=\"\" class=\"wp-image-1816\"\/><\/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\"><strong>\u5199\u5728\u524d\u9762\u7684\u8bdd\uff1a<\/strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u672c\u6587\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u540d\u4e3aHLOB\u7684\u65b0\u578b\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u7528\u4e8e\u9884\u6d4b\u9650\u4ef7\u8ba2\u5355\u7c3f\u4e2d\u95f4\u4ef7\u683c\u7684\u53d8\u5316\u3002<\/mark>\u8be5\u6a21\u578b\u5229\u7528\u4fe1\u606f\u8fc7\u6ee4\u7f51\u7edc\uff08\u7279\u522b\u662f\u4e09\u89d2\u6700\u5927\u5316\u8fc7\u6ee4\u56fe\uff09\u6765\u63ed\u793a\u8ba2\u5355\u7c3f\u4e2d\u4e0d\u540c\u6210\u4ea4\u91cf\u6c34\u5e73\u95f4\u7684\u6df1\u5c42\u548c\u975e\u5e73\u51e1\u4f9d\u8d56\u7ed3\u6784\uff0c\u5e76\u901a\u8fc7\u540c\u8c03\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u8bbe\u8ba1\u9009\u62e9\u6765\u5904\u7406\u7cfb\u7edf\u7684\u590d\u6742\u6027\u3002\u7814\u7a76\u8005\u5728\u5305\u542bNASDAQ\u4ea4\u6613\u624015\u652f\u80a1\u7968\u7684\u771f\u5b9e\u4e16\u754c\u9650\u4ef7\u8ba2\u5355\u7c3f\u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u4e86HLOB\u6a21\u578b\uff0c\u5e76\u4e0e\u5176\u4ed69\u79cd\u6700\u5148\u8fdb\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u7cfb\u7edf\u5730\u63cf\u8ff0\u4e86HLOB\u5728\u7279\u5b9a\u573a\u666f\u4e0b\u8d85\u8d8a\u73b0\u6709\u67b6\u6784\u7684\u60c5\u51b5\u3002\u7814\u7a76\u7ed3\u679c\u4e3a<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u7406\u89e3\u9650\u4ef7\u8ba2\u5355\u7c3f\u4e2d\u7684\u4fe1\u606f\u7a7a\u95f4\u5206\u5e03\u53ca\u5176\u5728\u9884\u6d4b\u65f6\u9650\u589e\u52a0\u65f6\u7684\u9000\u5316\u63d0\u4f9b\u4e86\u65b0\u7684\u89c1\u89e3\uff0c\u5e76\u5728\u9ad8\u9891\u91d1\u878d\u5e02\u573a\u7684\u5fae\u89c2\u7ed3\u6784\u5efa\u6a21\u548c\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u9884\u6d4b\u4e4b\u95f4\u67b6\u8d77\u4e86\u6865\u6881\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>\u91d1\u878d\u5e02\u573a\u7684\u590d\u6742\u6027\u4e3b\u8981\u6e90\u81ea\u4e24\u4e2a\u65b9\u9762\uff1a\u4e00\u662f\u5927\u91cf\u53c2\u4e0e\u8005\u5728\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u4e0a\u8ffd\u6c42\u591a\u6837\u5316\u76ee\u6807\u7684\u4e92\u52a8\uff1b\u4e8c\u662f\u81ea\u53d1\u7ec4\u7ec7\u96c6\u4f53\u884c\u4e3a\u7684\u51fa\u73b0\uff0c\u8fd9\u4e9b\u884c\u4e3a\u4e0d\u4f9d\u8d56\u4e8e\u4e2d\u592e\u63a7\u5236\uff0c\u56e0\u800c\u96be\u4ee5\u9884\u6d4b\u3002\u8fd9\u4e9b\u56e0\u7d20\u5171\u540c\u4f5c\u7528\uff0c\u5bfc\u81f4\u4e86\u5e02\u573a\u4e2d\u4e0d\u6548\u7387\u7684\u77ed\u6682\u548c\u6709\u9650\u7684\u6301\u7eed\u6027\uff0c\u4e3a\u4ea4\u6613\u5b9e\u8df5\u5e26\u6765\u4e86\u76c8\u5229\u673a\u4f1a\u3002\u901a\u8fc7\u6570\u5b66\u548c\u7edf\u8ba1\u6a21\u578b\u5bf9\u53cd\u6620\u91d1\u878d\u5e02\u573a\u884c\u4e3a\u7684\u65f6\u95f4\u5e8f\u5217\u8fdb\u884c\u5206\u6790\uff0c\u53ef\u4ee5\u5bf9\u73b0\u6709\u4e0d\u6548\u7387\u8fdb\u884c\u5206\u6790\u5e76\u9884\u6d4b\u65b0\u7684\u4e0d\u6548\u7387\u3002\u7279\u522b\u662f\u5728\u9ad8\u9891\u4ea4\u6613\u573a\u666f\u4e0b\uff0c\u65f6\u95f4\u5e8f\u5217\u7684\u7c92\u5ea6\u53ef\u4ee5\u975e\u5e38\u7cbe\u7ec6\uff0c\u751a\u81f3\u8fbe\u5230\u7eb3\u79d2\u7ea7\u3002<\/p>\n\n\n\n<p>LOB\u662f\u73b0\u4ee3\u91d1\u878d\u4ea4\u6613\u6240\u7528\u6765\u8bb0\u5f55\u548c\u5339\u914d\u5e02\u573a\u53c2\u4e0e\u8005\u4ea4\u6613\u610f\u56fe\u7684\u7535\u5b50\u7cfb\u7edf\uff0c\u5b83\u5305\u542b\u4e86\u5e02\u573a\u53c2\u4e0e\u8005\u4e70\u5356\u8d44\u4ea7\u7684\u5373\u65f6\u610f\u56fe\u5feb\u7167\u3002\u8fd9\u4e9b\u4ea4\u6613\u610f\u56fe\u4ee5\u8ba2\u5355\u7684\u5f62\u5f0f\u5b58\u5728\uff0c\u5305\u62ec\u5e02\u4ef7\u8ba2\u5355\u3001\u9650\u4ef7\u8ba2\u5355\u548c\u53d6\u6d88\u8ba2\u5355\u7b49\u7c7b\u578b\uff0c\u5e76\u901a\u8fc7\u8ba1\u7b97\u673a\u7cfb\u7edf\u6309\u7167\u5148\u8fdb\u5148\u51fa\uff08FIFO\uff09\u7684\u539f\u5219\u8fdb\u884c\u7ba1\u7406\u3002\u5bf9LOB\u4fe1\u606f\u7684\u8bbf\u95ee\u65f6\u6548\u6027\u51b3\u5b9a\u4e86\u5e02\u573a\u53c2\u4e0e\u8005\u4fe1\u606f\u7684\u4e0d\u5bf9\u79f0\u6027\uff0c\u800c\u9ad8\u9891\u4ea4\u6613\uff08HFT\uff09\u7b56\u7565\u6b63\u662f\u5229\u7528\u8fd9\u79cd\u4fe1\u606f\u4e0d\u5bf9\u79f0\u6027\u6765\u83b7\u53d6\u4f18\u52bf\u3002\u5c3d\u7ba1HFT\u7b56\u7565\u81ea2005\u5e74\u4ee5\u6765\u5728\u91d1\u878d\u5e02\u573a\u4e2d\u5360\u636e\u663e\u8457\u5730\u4f4d\uff0c\u4f46\u5b83\u4eec\u4f9d\u8d56\u4e8e\u5e02\u573a\u6570\u636e\u7684\u4e0d\u540c\u5c42\u9762\uff0c\u800c\u4e0d\u662f\u5916\u90e8\u4fe1\u606f\uff0c\u4ece\u800c\u4e3a\u80a1\u7968\u4ef7\u683c\u8fd0\u52a8\u7684\u4e0d\u53ef\u9884\u6d4b\u6027\u589e\u52a0\u4e86\u566a\u58f0\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2. \u76f8\u5173\u5de5\u4f5c (Related Work)<\/strong><\/h3>\n\n\n\n<p><strong>2.1. \u9650\u4ef7\u8ba2\u5355\u7c3f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u73b0\u4ee3\u91d1\u878d\u4ea4\u6613\u6240\u4ee5\u7535\u5b50\u7cfb\u7edf\u8bb0\u5f55\u5e02\u573a\u53c2\u4e0e\u8005\u7684\u4ea4\u6613\u610f\u56fe\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u4ee5\u9650\u4ef7\u8ba2\u5355\u7c3f\uff08LOB\uff09\u4e3a\u6838\u5fc3\uff0c\u6bcf\u4e2a\u4ea4\u6613\u6240\u7684\u6bcf\u79cd\u8bc1\u5238\u90fd\u6709\u5176\u72ec\u7279\u7684LOB\uff0c\u63d0\u4f9b\u5b9e\u65f6\u7684\u5e02\u573a\u4f9b\u9700\u4fe1\u606f\u3002<\/li>\n\n\n\n<li>\u5e02\u573a\u53c2\u4e0e\u8005\u5728\u540c\u4e00\u4ea4\u6613\u65b9\u5411\u4e0a\uff08\u4e70\u65b9\u6216\u5356\u65b9\uff09\u76f8\u4e92\u7ade\u4e89\uff0c\u540c\u65f6\u4e0e\u5bf9\u7acb\u65b9\u5411\u7684\u53c2\u4e0e\u8005\u5bf9\u6297\uff1b\u4e70\u65b9\u5e0c\u671b\u4ee5\u66f4\u4f4e\u4ef7\u683c\u8d2d\u4e70\uff0c\u800c\u5356\u65b9\u5e0c\u671b\u4ee5\u66f4\u9ad8\u4ef7\u683c\u51fa\u552e\u3002<\/li>\n\n\n\n<li>LOB\u7684\u66f4\u65b0\uff08\u6216\u79f0\u4e3aticks\uff09\u53d1\u751f\u5728\u4e0d\u89c4\u5219\u7684\u65f6\u95f4\u95f4\u9694\uff0c\u53cd\u6620\u4e86\u5e02\u573a\u7684\u53d8\u5316\uff0c\u5e76\u53d7\u5230\u9884\u5b9a\u4e49\u8c03\u6574\u7684\u7ea6\u675f\uff0c\u5305\u62ec\u4ef7\u683c\u8c03\u6574\u7684\u6700\u5c0f\u5355\u4f4d\uff08tick size\uff09\u548c\u6210\u4ea4\u91cf\u53d8\u5316\u7684\u6700\u5c0f\u5355\u4f4d\uff08lot size\uff09\u3002<\/li>\n\n\n\n<li>LOB\u7684\u7ed3\u6784\u968f\u65f6\u95f4\u4ee5\u5806\u53e0\u5feb\u7167\u7684\u5f62\u5f0f\u53cd\u6620\u5e02\u573a\u7684\u9010tick\u6f14\u53d8\uff0c\u53ef\u4ee5\u8868\u793a\u4e3a\u591a\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/image-49.png\" alt=\"\" class=\"wp-image-1818\"\/><\/figure>\n\n\n\n<p><strong>2.2. \u6df1\u5ea6\u5b66\u4e60\u5728\u9650\u4ef7\u8ba2\u5355\u7c3f\u9884\u6d4b\u4e2d\u7684\u5e94\u7528<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u7684\u53d1\u5c55\uff0c\u7279\u522b\u662f\u7528\u4e8e\u9884\u6d4bLOB\u4e2d\u95f4\u4ef7\u683c\u53d8\u5316\u65b9\u5411\u7684\u9ad8\u9891\u5206\u8fa8\u7387\u6a21\u578b\uff0c\u5305\u62ec\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u3001\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u3001\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u548c\u7279\u5f81\u5305\uff08BoF\uff09\u7b49\u67b6\u6784\u3002<\/li>\n\n\n\n<li>\u540e\u7eed\u7814\u7a76\u63d0\u51fa\u4e86\u66f4\u590d\u6742\u7684\u6a21\u578b\uff0c\u5982\u7ed3\u5408\u5377\u79ef\u6ee4\u6ce2\u5668\u6355\u6349LOB\u7684\u7a7a\u95f4\u7ed3\u6784\uff0c\u4ee5\u53caLSTM\u6a21\u5757\u6355\u6349\u957f\u671f\u65f6\u95f4\u4f9d\u8d56\u6027\u3002<\/li>\n\n\n\n<li>\u5176\u4ed6\u76f8\u5173\u5de5\u4f5c\u5305\u62ec\u5f15\u5165\u53cc\u7ebf\u6027\u6295\u5f71\u548c\u6ce8\u610f\u529b\u673a\u5236\u6765\u5173\u6ce8LOB\u4e2d\u7684\u5173\u952e\u65f6\u7a7a\u4fe1\u606f\uff0c\u4ee5\u53ca\u4f7f\u7528\u57fa\u4e8eTransformer\u7684\u67b6\u6784\u6765\u5b8c\u6210\u7c7b\u4f3c\u7684\u9884\u6d4b\u4efb\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2.3. \u4fe1\u606f\u8fc7\u6ee4\u7f51\u7edc\u4e0e\u540c\u8c03\uff08\u5377\u79ef\uff09\u795e\u7ecf\u7f51\u7edc<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HLOB\u6a21\u578b\u662f\u4e00\u4e2a\u65b0\u578b\u7684\u5927\u89c4\u6a21\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\uff0c\u65e8\u5728\u6355\u6349\u548c\u5229\u7528\u4fe1\u606f\u8fc7\u6ee4\u7f51\u7edc\uff08IFNs\uff09\u4e2d\u7684\u590d\u6742\u4f9d\u8d56\u7ed3\u6784\u3002<\/li>\n\n\n\n<li>\u4fe1\u606f\u8fc7\u6ee4\u7f51\u7edc\uff08IFNs\uff09\u662f\u8868\u793a\u548c\u6a21\u62df\u590d\u6742\u7cfb\u7edf\u4e2d\u53d8\u91cf\u4e4b\u95f4\u4f9d\u8d56\u7ed3\u6784\u7684\u6709\u6548\u5de5\u5177\uff0c\u901a\u8fc7\u4f18\u5316\u5168\u5c40\u5c5e\u6027\uff08\u5982\u6a21\u578b\u7684\u4f3c\u7136\u6027\uff09\u5e76\u65bd\u52a0\u4e25\u683c\u7684\u62d3\u6251\u7ea6\u675f\uff08\u5982\u6210\u4e3a\u6811\u6216\u5e73\u9762\u56fe\uff09\u3002<\/li>\n\n\n\n<li>\u540c\u8c03\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08HCNNs\uff09\u662fHLOB\u6a21\u578b\u7684\u6838\u5fc3\uff0c\u5b83\u5229\u7528\u5377\u79ef\u8fd0\u7b97\u6765\u5229\u7528TMFG\u4e2d\u7684\u62d3\u6251\u5148\u9a8c\uff0c\u4ece\u800c\u5904\u7406LOB\u7a7a\u95f4\u7ec4\u6210\u90e8\u5206\u4e4b\u95f4\u7684\u4f9d\u8d56\u7ed3\u6784\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3. \u6570\u636e (Data)<\/strong><\/h3>\n\n\n\n<p>\u7528\u4e8e\u5b9e\u9a8c\u7684\u6570\u636e\u96c6\u5305\u62ec15\u4e2a\u5728\u7eb3\u65af\u8fbe\u514b\u4ea4\u6613\u6240\u4e0a\u5e02\u7684\u80a1\u7968\uff0c\u8fd9\u4e9b\u80a1\u7968\u6765\u81ea6\u4e2a\u4e0d\u540c\u7684\u884c\u4e1a\u90e8\u95e8\u548c13\u4e2a\u5b50\u884c\u4e1a\u3002\u6570\u636e\u96c6\u7684\u65f6\u95f4\u8de8\u5ea6\u4e3a2017\u5e741\u6708\u81f32019\u5e7412\u6708\uff0c\u6db5\u76d6\u4e86\u5927\u5230\u5927\u578b\u8d44\u672c\u5316\u7684\u80a1\u7968\uff08\u5373\u5e02\u503c\u57281000\u4ebf\u7f8e\u5143\u4ee5\u4e0a\uff09\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u96c6\u5305\u542b\u6bcf\u4e2a\u4ea4\u6613\u65e5\u7684\u9ad8\u5206\u8fa8\u7387\u3001\u9010\u7b14LOB\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u7531LOBSTER\u63d0\u4f9b\u5546\u63d0\u4f9b\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u4ea4\u6613\u65e5\uff0c\u4f7f\u7528\u5177\u670910\u4e2a\u4ef7\u683c\u548c\u6210\u4ea4\u91cf\u6c34\u5e73\u7684LOB\uff0c\u5206\u522b\u5bf9\u5e94\u4e8e\u4e70\u5356\u53cc\u65b9\u3002\u6570\u636e\u96c6\u6309\u7167\u5e74\u4efd\u5206\u4e3a\u8bad\u7ec3\u3001\u9a8c\u8bc1\u548c\u6d4b\u8bd5\u96c6\uff0c\u6bcf\u4e2a\u96c6\u5408\u5305\u62ec\u7279\u5b9a\u5929\u6570\u7684\u4ea4\u6613\u6570\u636e\u3002\u8bad\u7ec3\u96c6\u5305\u542b\u8fde\u7eed\u7684\u4ea4\u6613\u65e5\uff0c\u800c\u9a8c\u8bc1\u96c6\u7684\u5929\u6570\u5219\u662f\u968f\u673a\u9009\u62e9\u7684\uff0c\u4ee5\u786e\u4fdd\u9a8c\u8bc1\u6b65\u9aa4\u7684\u9c81\u68d2\u6027\u3002\u6d4b\u8bd5\u96c6\u5219\u5305\u62ec\u8fde\u7eed\u7684\u4ea4\u6613\u65e5\u3002<\/p>\n\n\n\n<p>\u5728\u6570\u636e\u9884\u5904\u7406\u65b9\u9762\uff0c\u9075\u5faa\u4e86Lucchese\u7b49\u4eba\u6700\u521d\u63d0\u51fa\u7684\u4e25\u683c\u6d41\u7a0b\uff0c\u5e76\u7531Briola\u7b49\u4eba\u8fdb\u4e00\u6b65\u7ec6\u5316\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u80a1\u7968\uff0c\u8ba1\u7b97\u4e86\u8bad\u7ec3\u96c6\u4e2d\u6bcf\u5929\u7684\u9010\u5bf9\u4e92\u4fe1\u606f\uff08MI\uff09\u77e9\u9635\uff0c\u8fd9\u4e9b\u77e9\u9635\u662f\u6b63\u7684\u4e14\u5bf9\u79f0\u7684\u3002\u901a\u8fc7\u5728\u8bad\u7ec3\u96c6\u4e0a\u5e94\u7528\u5f15\u5bfc\u7a0b\u5e8f\uff0c\u52a0\u5f3a\u4e86MI\u8ba1\u7b97\u7684\u53ef\u9760\u6027\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u80a1\u7968\uff0c\u6700\u7ec8\u7684MI\u77e9\u9635\u662f\u901a\u8fc7\u5e73\u5747\u8bad\u7ec3\u96c6\u4e2d\u6bcf\u5929\u7684MI\u77e9\u9635\u5f97\u5230\u7684\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u6839\u636e\u80a1\u7968\u7684tick\u5927\u5c0f\uff0c\u5c06\u80a1\u7968\u5206\u4e3a\u4e09\u7ec4\uff1a\u5c0ftick\u80a1\u7968\u3001\u4e2dtick\u80a1\u7968\u548c\u5927tick\u80a1\u7968\u3002\u8fd9\u79cd\u5206\u7c7b\u6709\u52a9\u4e8e\u6355\u6349\u80a1\u7968\u548c\u7c7b\u522b\u76f8\u5173\u7684\u5fae\u89c2\u7ed3\u6784\u6548\u5e94\u3002\u5bf9\u4e8e\u6bcf\u4e2a\u9884\u6d4b\u65f6\u9650\uff08\u537310\u300150\u3001100\u4e2aLOB\u66f4\u65b0\uff09\uff0c\u7814\u7a76\u4e86\u6a21\u578b\u9884\u6d4b\u4e2d\u95f4\u4ef7\u683c\u53d8\u5316\u65b9\u5411\u7684\u53ef\u9884\u6d4b\u6027\u3002\u4ef7\u683c\u53d8\u5316\u7684\u6807\u7b7e\u5b9a\u4e49\u4e3a\uff1a\u5982\u679c\u53d8\u5316\u5927\u4e8e\u6216\u7b49\u4e8etick\u5927\u5c0f\uff0c\u5219\u4e3a\u4e0a\u5347\uff08Up\uff09\u3001\u4e0b\u964d\uff08Down\uff09\u6216\u7a33\u5b9a\uff08Stable\uff09\u3002\u8fd9\u79cd\u6807\u7b7e\u5b9a\u4e49\u65b9\u5f0f\u6709\u52a9\u4e8e\u5728\u4e0d\u540c\u65f6\u95f4\u89c6\u91ce\u4e0b\u4fdd\u6301\u65f6\u95f4\u5e8f\u5217\u7684\u5e73\u7a33\u6027\uff0c\u540c\u65f6\u5bf9tick-by-tick\u53d8\u5316\u4fdd\u6301\u66f4\u9ad8\u7684\u63a7\u5236\u529b\uff0c\u8fd9\u5bf9\u4e8e\u5f00\u53d1\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u65b9\u6cd5 (Methods)<\/strong><\/h3>\n\n\n\n<p>HLOB\u5305\u62ec\u4e24\u4e2a\u4e3b\u8981\u673a\u5236\uff1a\u5229\u7528\u4fe1\u606f\u8fc7\u6ee4\u7f51\u7edc\u4e2d\u7684\u62d3\u6251\u5148\u9a8c\u4fe1\u606f\u4f5c\u4e3a\u540c\u8c03\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08HCNNs\uff09\u7684\u8f93\u5165\uff0c\u4ee5\u53ca\u4f7f\u7528\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09\u6a21\u5757\u6355\u6349\u957f\u671f\u65f6\u95f4\u6a21\u5f0f\u3002<\/p>\n\n\n\n<p><strong>4.1. TMFG\u7684\u6784\u5efa\u8fc7\u7a0b<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9996\u5148\uff0c\u5bf9LOB\u6570\u636e\u8fdb\u884c\u5904\u7406\uff0c\u4ec5\u4fdd\u7559\u6210\u4ea4\u91cf\u6570\u636e\uff0c\u4ee5\u786e\u4fdd\u7528\u4e8e\u6784\u5efa\u4fe1\u606f\u8fc7\u6ee4\u7f51\u7edc\uff08IFN\uff09\u7684\u4fe1\u606f\u7684\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li>\u7136\u540e\uff0c\u5bf9\u6210\u4ea4\u91cf\u6570\u636e\u8fdb\u884c\u5206\u7bb1\u5904\u7406\uff0c\u4ee5\u51cf\u5c11\u566a\u58f0\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u80a1\u7968\u548c\u8bad\u7ec3\u96c6\u4e2d\u7684\u6bcf\u4e00\u5929\u8ba1\u7b97\u6210\u5bf9\u4e92\u4fe1\u606f\uff08MI\uff09\u77e9\u9635\uff0c\u8fd9\u4e9b\u77e9\u9635\u662f\u6b63\u7684\u548c\u5bf9\u79f0\u7684\u3002<\/li>\n\n\n\n<li>\u63a5\u7740\uff0c\u4f7f\u7528\u5e73\u5747MI\u77e9\u9635\u4f5c\u4e3a\u76f8\u4f3c\u6027\u77e9\u9635\uff0c\u8ba1\u7b97\u6bcf\u4e2a\u80a1\u7968\u7684\u4e09\u89d2\u6700\u5927\u5316\u8fc7\u6ee4\u56fe\uff08TMFG\uff09\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\/image-50-1024x896.png\" alt=\"\" class=\"wp-image-1819\"\/><\/figure>\n\n\n\n<p><strong>4.2. \u4eceHCNN\u5230HLOB<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5229\u7528TMFG\u8ba1\u7b97\u51fa\u7684\u4e09\u4e2a\u7b80\u5316\u5bb6\u65cf\uff08\u56db\u9762\u4f53\u3001\u4e09\u89d2\u5f62\u548c\u8fb9\uff09\u7684\u5b9e\u4f8b\uff0c\u8fd9\u4e9b\u9ad8\u9636\u7ed3\u6784\u8db3\u4ee5\u6355\u6349\u6240\u9009IFN\u63cf\u8ff0\u7684\u6240\u6709\u4f9d\u8d56\u5173\u7cfb\u3002<\/li>\n\n\n\n<li>\u4e3a\u4e86\u51c6\u5907HLOB\u6a21\u578b\u7684\u8f93\u5165\uff0c\u5c06\u6bcf\u4e2a\u65f6\u95f4\u6233\u7684\u56db\u9762\u4f53\u3001\u4e09\u89d2\u5f62\u548c\u8fb9\u7684\u5411\u91cf\u5c55\u5e73\uff0c\u5e76\u63d2\u5165\u6bcf\u4e2a\u6210\u4ea4\u91cf\u6c34\u5e73\u5bf9\u5e94\u7684\u4ef7\u683c\u6c34\u5e73\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\/image-51-1024x604.png\" alt=\"\" class=\"wp-image-1820\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6bcf\u4e2a\u5411\u91cf\u5206\u522b\u4f5c\u4e3aHLOB\u6a21\u578b\u7684\u4e00\u4e2a\u5934\u90e8\u8f93\u5165\uff0c\u6a21\u578b\u8bbe\u8ba1\u4e3a\u4e0d\u4ec5\u5904\u7406\u7531TMFG\u6355\u83b7\u7684\u7a7a\u95f4\u52a8\u6001\uff0c\u8fd8\u5904\u7406LOB\u7684\u65f6\u95f4\u52a8\u6001\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\/image-52-1024x711.png\" alt=\"\" class=\"wp-image-1821\"\/><\/figure>\n\n\n\n<p><strong>4.3. \u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HLOB\u67b6\u6784\u4e0e\u516d\u79cd\u6700\u5148\u8fdb\u7684\uff08SOTA\uff09\u6a21\u578b\u5728LOB\u4e2d\u95f4\u4ef7\u683c\u53d8\u5316\u9884\u6d4b\u65b9\u9762\u7684\u6709\u6548\u6027\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u5305\u62ecCNN1\u3001CNN2\u3001DLA\u3001Transformer\u3001iTransformer\u548cLobTransformer\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\/image-53-1024x437.png\" alt=\"\" class=\"wp-image-1822\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6240\u6709\u6a21\u578b\u90fd\u5305\u542b\u5728\u201cLOBFrame\u201d\u7ba1\u9053\u4e2d\uff0c\u4ee5\u7b80\u5316\u6267\u884c\u5e76\u4fdd\u8bc1\u6700\u9ad8\u7684\u53ef\u590d\u73b0\u6027\u6807\u51c6\u3002<\/li>\n\n\n\n<li>\u6a21\u578b\u7279\u5b9a\u7684\u8d85\u53c2\u6570\u5728\u53ef\u80fd\u7684\u60c5\u51b5\u4e0b\u4ecePrata\u7b49\u4eba\u7684\u5de5\u4f5c\u7ee7\u627f\uff0c\u800c\u6700\u4f18\u6743\u91cd\u662f\u901a\u8fc7\u6700\u5c0f\u5316\u5206\u7c7b\u4ea4\u53c9\u71b5\u635f\u5931\u5b66\u4e60\u5f97\u5230\u7684\u3002<\/li>\n\n\n\n<li>\u6240\u6709\u6a21\u578b\u90fd\u4f7f\u7528AdamW\u4f18\u5316\u5668\u8fdb\u884c\u8bad\u7ec3\uff0c\u5b66\u4e60\u7387\u8bbe\u7f6e\u4e3a6\u00d710^-5\uff0c\u03b21\u8870\u51cf\u7387\u8bbe\u7f6e\u4e3a0.90\uff0c\u03b22\u8870\u51cf\u7387\u8bbe\u7f6e\u4e3a0.95\u3002<\/li>\n\n\n\n<li>\u5b9e\u9a8c\u5728\u4f26\u6566\u5927\u5b66\u5b66\u9662\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u7684\u9ad8\u6027\u80fd\u8ba1\u7b97\u96c6\u7fa4\u4e0a\u8fd0\u884c\uff0c\u4f7f\u7528\u4e8610\u79cd\u4e0d\u540c\u7684GPU\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>5. \u7ed3\u679c (Results)<\/strong><\/h3>\n\n\n\n<p>\u4f5c\u8005\u5bf9HLOB\u6a21\u578b\u53ca\u5176\u4ed6\u51e0\u79cd\u6700\u5148\u8fdb\u6a21\u578b\u5728\u9884\u6d4b\u9650\u4ef7\u8ba2\u5355\u7c3f\u4e2d\u95f4\u4ef7\u683c\u53d8\u5316\u65b9\u5411\u4e0a\u7684\u6709\u6548\u6027\u7684\u5206\u6790\u7ed3\u679c\u3002\u7814\u7a76\u6d89\u53ca\u4e09\u4e2a\u5173\u952e\u6027\u80fd\u6307\u6807\uff1aF1\u5206\u6570\u3001Matthews\u76f8\u5173\u7cfb\u6570\uff08MCC\uff09\u548c\u6b63\u786e\u6267\u884c\u5f80\u8fd4\u4ea4\u6613\u7684\u6982\u7387\uff08pT\uff09\u3002\u5b9e\u9a8c\u7ed3\u679c\u6309\u7167\u4e0d\u540c\u7684\u9884\u6d4b\u65f6\u9650\uff08H\u2206\u03c4 \u2208 {10, 50, 100}\uff09\u548c\u80a1\u7968\u7c7b\u522b\uff08\u5c0f\u3001\u4e2d\u3001\u5927\u4ef7\u683c\u53d8\u52a8\u80a1\u7968\uff09\u8fdb\u884c\u8bc4\u4f30\u3002<\/p>\n\n\n\n<p><strong>5.1. \u6a21\u578b\u6027\u80fd\u6bd4\u8f83<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8868\u683c4\u30015\u548c6\u5206\u522b\u5c55\u793a\u4e86\u5728H\u2206\u03c4 = 10\u300150\u548c100\u65f6\uff0c\u4e0d\u540c\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u7684\u6027\u80fd\u3002\u6bcf\u4e2a\u8868\u683c\u4e2d\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u80a1\u7968\uff0c\u7a81\u51fa\u663e\u793a\u4e86\u8868\u73b0\u6700\u4f73\uff08\u7eff\u8272\uff09\u3001\u6b21\u4f73\uff08\u84dd\u8272\uff09\u548c\u6700\u5dee\uff08\u7ea2\u8272\uff09\u7684\u6a21\u578b\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\/image-54-1024x539.png\" alt=\"\" class=\"wp-image-1823\"\/><\/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\/image-55-1024x540.png\" alt=\"\" class=\"wp-image-1824\"\/><\/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\/image-56-1024x537.png\" alt=\"\" class=\"wp-image-1825\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>HLOB\u6a21\u578b\u572873.3%\u300160%\u548c33%\u7684\u60c5\u51b5\u4e0b\u8d85\u8fc7\u4e86\u5176\u4ed6\u6700\u5148\u8fdb\u6a21\u578b\u3002\u5bf9\u4e8e\u5c0f\u4ef7\u683c\u53d8\u52a8\u80a1\u7968\uff0cHLOB\u5728\u5927\u591a\u6570\u60c5\u51b5\u4e0b\u8868\u73b0\u6700\u4f73\u6216\u6b21\u4f73\u3002\u5bf9\u4e8e\u5927\u4ef7\u683c\u53d8\u52a8\u80a1\u7968\uff0cHLOB\u5728\u6240\u6709\u60c5\u51b5\u4e0b\u90fd\u8868\u73b0\u51fa\u8272\uff0c\u901a\u5e38\u662f\u6700\u597d\u7684\u6216\u6b21\u4f73\u7684\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u6027\u80fd\u6307\u6807\u663e\u793a\uff0cHLOB\u5728\u4e0d\u540c\u80a1\u7968\u7c7b\u522b\u548c\u9884\u6d4b\u65f6\u9650\u4e0b\u5747\u8868\u73b0\u51fa\u8f83\u9ad8\u7684\u9884\u6d4b\u51c6\u786e\u6027\u548c\u4ea4\u6613\u6267\u884c\u6982\u7387\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\/image-57-1024x829.png\" alt=\"\" class=\"wp-image-1826\"\/><\/figure>\n\n\n\n<p><strong>5.2. \u9650\u4ef7\u8ba2\u5355\u7c3f\u4e2d\u4fe1\u606f\u7684\u7a7a\u95f4\u5206\u5e03<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u901a\u8fc7\u5206\u6790\u8bad\u7ec3\u96c6\u4e0a\u8ba1\u7b97\u7684\u5e73\u5747\u4e92\u4fe1\u606f\uff08MI\uff09\u77e9\u9635\uff0c\u63ed\u793a\u4e86\u4e0d\u540c\u80a1\u7968LOB\u4fe1\u606f\u7684\u7a7a\u95f4\u5206\u5e03\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u5c0f\u4ef7\u683c\u53d8\u52a8\u80a1\u7968\u7684MI\u77e9\u9635\u663e\u793a\uff0c\u4fe1\u606f\u4e3b\u8981\u96c6\u4e2d\u5728LOB\u7684\u4e2d\u90e8\u6c34\u5e73\uff0c\u800c\u5c0f\u90e8\u5206\u4fe1\u606f\u5206\u5e03\u5728\u9876\u90e8\u548c\u5e95\u90e8\u6c34\u5e73\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\/image-58-1024x704.png\" alt=\"\" class=\"wp-image-1827\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e2d\u4ef7\u683c\u53d8\u52a8\u80a1\u7968\u7684MI\u77e9\u9635\u63ed\u793a\u4e86\u4fe1\u606f\u5728LOB\u7684\u9876\u90e8\u6c34\u5e73\u8f83\u4e3a\u96c6\u4e2d\uff0c\u800c\u5176\u4ed6\u6c34\u5e73\u7684\u4fe1\u606f\u91cf\u8f83\u5c11\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\/image-59-1024x398.png\" alt=\"\" class=\"wp-image-1828\"\/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5927\u4ef7\u683c\u53d8\u52a8\u80a1\u7968\u7684MI\u77e9\u9635\u8868\u660e\uff0c\u4fe1\u606f\u5728LOB\u7684\u6240\u6709\u6c34\u5e73\u4e0a\u90fd\u8f83\u4e3a\u5747\u5300\u5730\u5206\u5e03\uff0c\u5c24\u5176\u662f\u5728\u4e2d\u90e8\u6c34\u5e73\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\/image-60-1024x722.png\" alt=\"\" class=\"wp-image-1829\"\/><\/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\/image-61-1024x676.png\" alt=\"\" class=\"wp-image-1830\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>6. \u7ed3\u8bba\u548c\u672a\u6765\u5de5\u4f5c (Conclusion and Future Work)<\/strong><\/h3>\n\n\n\n<p>\u672c\u6587\u603b\u7ed3\u4e86HLOB\u6a21\u578b\u7684\u4e3b\u8981\u8d21\u732e\u548c\u6027\u80fd\uff0c\u6307\u51fa\u8be5\u6a21\u578b\u901a\u8fc7\u7ed3\u5408\u4fe1\u606f\u8fc7\u6ee4\u7f51\u7edc\u548c\u540c\u8c03\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff0c\u6709\u6548\u5730\u9884\u6d4b\u4e86\u9650\u4ef7\u8ba2\u5355\u7c3f\u4e2d\u95f4\u4ef7\u683c\u7684\u53d8\u5316\u65b9\u5411\uff0c\u5e76\u5728\u591a\u4e2a\u573a\u666f\u4e0b\u8d85\u8d8a\u4e86\u73b0\u6709\u7684\u6700\u5148\u8fdb\u6a21\u578b\u3002\u6b64\u5916\uff0c\u4f5c\u8005\u8fd8\u63a2\u8ba8\u4e86LOB\u7684\u5fae\u89c2\u7ed3\u6784\u7279\u6027\uff0c\u5982\u4fe1\u606f\u7684\u7a7a\u95f4\u5206\u5e03\u548c\u968f\u65f6\u95f4\u7684\u9000\u5316\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u7279\u6027\u5982\u4f55\u5f71\u54cd\u6a21\u578b\u7684\u9884\u6d4b\u80fd\u529b\u3002\u6700\u540e\u4f5c\u8005\u63d0\u51fa\u4e86\u672a\u6765\u7814\u7a76\u7684\u65b9\u5411\uff0c\u5305\u62ec\u6539\u8fdb\u76f8\u4f3c\u6027\u77e9\u9635\u7684\u8ba1\u7b97\u65b9\u6cd5\u548c\u5f15\u5165\u65f6\u95f4\u6f14\u5316\u7684IFN\uff0c\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\u6a21\u578b\u7684\u9002\u5e94\u6027\u548c\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/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><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\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\" href=\"https:\/\/laoyulaoyu.com\/index.php\/2024\/09\/20\/%e5%85%a8%e6%96%b0-hlob-%e6%a8%a1%e5%9e%8b%ef%bc%9a%e9%a2%84%e6%b5%8b%e9%99%90%e4%bb%b7%e8%ae%a2%e5%8d%95%e7%b0%bf%e4%b8%ad%e9%97%b4%e4%bb%b7%e6%a0%bc%e5%8f%98%e5%8c%96%e6%96%b9%e5%90%91%e7%9a%84\/\">Continue reading<span class=\"screen-reader-text\">\u5168\u65b0 HLOB \u6a21\u578b\uff1a\u9884\u6d4b\u9650\u4ef7\u8ba2\u5355\u7c3f\u4e2d\u95f4\u4ef7\u683c\u53d8\u5316\u65b9\u5411\u7684\u5229\u5668<\/span><\/a><\/div>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[2],"tags":[5,6],"class_list":["post-1432","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","tag-6","entry"],"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1432","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=1432"}],"version-history":[{"count":1,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1432\/revisions"}],"predecessor-version":[{"id":1433,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1432\/revisions\/1433"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=1432"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=1432"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=1432"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}