{"id":1460,"date":"2024-10-17T07:07:00","date_gmt":"2024-10-16T23:07:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1460"},"modified":"2024-09-19T16:06:19","modified_gmt":"2024-09-19T08:06:19","slug":"%e4%bd%bf%e7%94%a8-ai-%e9%a2%84%e6%b5%8b%e5%8a%a0%e5%af%86%e8%b4%a7%e5%b8%81%e4%ba%a4%e6%98%93%e6%94%b6%e7%9b%8a%ef%bc%8c%e5%88%b6%e5%ae%9a%e7%9b%88%e5%88%a9%e7%ad%96%e7%95%a5","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/10\/17\/%e4%bd%bf%e7%94%a8-ai-%e9%a2%84%e6%b5%8b%e5%8a%a0%e5%af%86%e8%b4%a7%e5%b8%81%e4%ba%a4%e6%98%93%e6%94%b6%e7%9b%8a%ef%bc%8c%e5%88%b6%e5%ae%9a%e7%9b%88%e5%88%a9%e7%ad%96%e7%95%a5\/","title":{"rendered":"\u4f7f\u7528 AI \u9884\u6d4b\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u6536\u76ca\uff0c\u5236\u5b9a\u76c8\u5229\u7b56\u7565"},"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-79-1024x169.png\" alt=\"\" class=\"wp-image-1896\"\/><\/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>\u672c\u7814\u7a76\u65e8\u5728\u627e\u5230\u53ef\u9760\u4e14\u76c8\u5229\u7684\u6a21\u578b\uff0c\u57fa\u4e8e\u516c\u5f00\u5386\u53f2\u6570\u636e\u9884\u6d4b\u52a0\u5bc6\u8d44\u4ea7\u4ef7\u683c\u7684\u672a\u6765\u8d70\u52bf\u3002\u53ef\u7528\u4e8e<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u9884\u6d4b\u533a\u5757\u94fe\u8d44\u4ea7\u4ef7\u683c\u7684\u8d8b\u52bf\u65b9\u5411\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u4ea4\u6613\u7b56\u7565\u4e2d<\/mark>\u3002\u7814\u7a76\u53d1\u73b0\u6280\u672f\u5206\u6790\u5de5\u5177\u53ef\u901a\u8fc7\u5927\u6570\u636e\u96c6\u8bc6\u522b\u6a21\u5f0f\uff0c\u63d0\u9ad8\u4ef7\u683c\u8d8b\u52bf\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e00\u3001\u6458\u8981<\/strong><\/h3>\n\n\n\n<p>\u7b97\u6cd5\u4ea4\u6613\u5229\u7528\u8ba1\u7b97\u673a\u7a0b\u5e8f\u786e\u5b9a\u7684\u4e00\u7ec4\u89c4\u5219\u6267\u884c\u8ba2\u5355\uff0c\u9002\u7528\u4e8e\u9ad8\u6ce2\u52a8\u6027\u5e02\u573a\uff0c\u5982\u52a0\u5bc6\u8d27\u5e01\u5e02\u573a\u3002\u7814\u7a76\u65e8\u5728\u627e\u5230\u53ef\u9760\u4e14\u76c8\u5229\u7684\u6a21\u578b\uff0c\u57fa\u4e8e\u516c\u5f00\u5386\u53f2\u6570\u636e\u9884\u6d4b\u52a0\u5bc6\u8d44\u4ea7\u4ef7\u683c\u7684\u672a\u6765\u8d70\u52bf\u3002\u9996\u5148\u5f00\u53d1\u65b0\u7684\u6807\u8bb0\u65b9\u6848\uff0c\u5c06\u95ee\u9898\u6620\u5c04\u4e3a\u673a\u5668\u5b66\u4e60\u5206\u7c7b\u95ee\u9898\uff0c\u7136\u540e\u5728\u725b\u5e02\u3001\u718a\u5e02\u548c\u6a2a\u76d8\u5e02\u573a\u4e0a\u5bf9\u4e09\u79cd\u4e3b\u8981\u52a0\u5bc6\u8d27\u5e01\u8fdb\u884c\u5e7f\u6cdb\u56de\u6d4b\u3002\u6700\u540e\u5206\u6790\u6bcf\u4e2a\u7279\u5f81\u5bf9\u5206\u7c7b\u8f93\u51fa\u7684\u8d21\u732e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u7b80\u4ecb<\/strong><\/h3>\n\n\n\n<p>\u91d1\u878d\u4ea4\u6613\u7cfb\u7edf\u4f7f\u7528\u4ea4\u6613\u7b97\u6cd5\u6765\u8bc6\u522b\u548c\u5229\u7528\u5229\u6da6\u673a\u4f1a\uff0c\u800c\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u7684\u7814\u7a76\u548c\u6d3b\u52a8\u5728\u8fd1\u5e74\u6765\u8fc5\u901f\u589e\u957f\u3002\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u7b56\u7565\uff0c\u8be5\u7b56\u7565\u4f7f\u7528\u5355\u4e2a\u6570\u636e\u96c6\u6765\u5b66\u4e60\u901a\u7528\u4ef7\u683c\u6a21\u5f0f\uff0c\u5e76\u5728\u5927\u91cf\u5386\u53f2\u6570\u636e\u4e0a\u8fdb\u884c\u8bc4\u4f30\u3002\u52a0\u5bc6\u8d27\u5e01\u5e02\u573a\u5177\u6709\u72ec\u7279\u7684\u7279\u5f81\uff0c\u9700\u8981\u65b0\u7684\u7814\u7a76\u65b9\u6cd5\u3002\u6280\u672f\u5206\u6790\u53ef\u4ee5\u5e94\u7528\u4e8e\u52a0\u5bc6\u8d27\u5e01\u5e02\u573a\uff0c\u56e0\u4e3a\u5e02\u573a\u6548\u7387\u4f4e\u4e0b\uff0c\u5b58\u5728\u673a\u4f1a\u3002<\/p>\n\n\n\n<p>\u6570\u5b57\u4ea4\u6613\u6240\u548c\u7279\u522b\u662f\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u6240\u7684\u4f4e\u8d39\u7528\u548c\u514d\u8d39\u4ea4\u6613API\u964d\u4f4e\u4e86\u7b97\u6cd5\u4ea4\u6613\u7684\u8fdb\u5165\u95e8\u69db\u3002\u7136\u800c\uff0c\u4f7f\u7528\u7b97\u6cd5\u4ea4\u6613\u53ef\u80fd\u4f1a\u524a\u5f31\u4eba\u7c7b\u884c\u4e3a\u3002\u4ea4\u6613\u8d39\u7528\u53ef\u4ee5\u4f4e\u81f3\u6bcf\u7b14\u4ea4\u6613\u76840.1%\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8e\u591a\u5c42\u611f\u77e5\u5668\uff08MLP\uff09\u7684\u4ea4\u6613\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u5c06\u5e02\u573a\u5206\u4e3a\u4e09\u7c7b\uff1a\u4e70\u5165\u3001\u6301\u6709\u548c\u5356\u51fa\u3002\u8be5\u7b97\u6cd5\u901a\u8fc7\u7279\u5f81\u63d0\u53d6\u548c\u6807\u8bb0\u9884\u5904\u7406\u4ef7\u683c\u548c\u4ea4\u6613\u91cf\u65f6\u95f4\u5e8f\u5217\uff0c\u5e76\u5728MLP\u4e0a\u8fdb\u884c\u8bad\u7ec3\u548c\u6d4b\u8bd5\u3002\u8be5\u7b97\u6cd5\u5728\u4e0d\u540c\u5e02\u573a\u5468\u671f\u4e0b\u7684\u8868\u73b0\u5f97\u5230\u4e86\u9a8c\u8bc1\uff0c\u5e76\u5728\u957f\u671f\u548c\u77ed\u671f\u5b9e\u9645\u60c5\u51b5\u4e0b\u8fdb\u884c\u4e86\u6a21\u62df\u6d4b\u8bd5\uff0c\u53d6\u5f97\u4e86\u826f\u597d\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e09\u3001\u6570\u636e\u96c6<\/strong><\/h3>\n\n\n\n<p>\u6570\u636e\u96c6\u5305\u62ec\u4ef7\u683c\u548c\u4ea4\u6613\u91cf\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff0c\u63d0\u53d6\u7279\u5f81\u5305\u62ec\u8721\u70db\u56fe\u6a21\u5f0f\u3001\u91d1\u878d\u6307\u6807\u3001\u79fb\u52a8\u5e73\u5747\u7ebf\u7b49\u3002\u6807\u8bb0\u6570\u636e\u96c6\u65f6\u901a\u5e38\u91c7\u7528\u4ef7\u683c\u56de\u5f52\u6216\u4ef7\u683c\u65b9\u5411\u9884\u6d4b\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n<p><strong>3.1 \u6570\u636e\u6536\u96c6<\/strong><\/p>\n\n\n\n<p>\u672c\u6570\u636e\u96c6\u5305\u542b402\u79cd\u52a0\u5bc6\u8d44\u4ea7\u7684\u6570\u636e\u96c6\uff0c\u6570\u636e\u91c7\u96c6\u81ea\u4e00\u5bb6\u6d41\u884c\u7684\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u5e73\u53f0\uff0c\u91c7\u7528OHLC+\u6210\u4ea4\u91cf\u683c\u5f0f\uff0c\u65f6\u95f4\u95f4\u9694\u4e3a4\u5c0f\u65f6\u3002\u6570\u636e\u96c6\u4e2d\u7684\u6240\u6709\u52a0\u5bc6\u8d27\u5e01\u90fd\u4e0e\u7f8e\u5143\u7a33\u5b9a\u5e01USDT\u914d\u5bf9\u3002\u7ecf\u8fc7\u7279\u5f81\u63d0\u53d6\uff0c\u5f97\u5230\u4e86150\u4e07\u4e2a\u6837\u672c\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\/image-80.png\" alt=\"\" class=\"wp-image-1897\"\/><\/figure>\n\n\n\n<p><strong>3.2 \u7279\u5f81\u63d0\u53d6<\/strong><\/p>\n\n\n\n<p>\u4f5c\u8005\u9009\u62e9\u4e86\u4e00\u4e9b\u7b80\u5355\u7684\u6307\u6807\uff0c\u5982\u6ce2\u6797\u683c\u533a\u95f4\u3001RSI\u3001ULTOSC\u3001\u6536\u76d8\u4ef7\u767e\u5206\u6bd4\u53d8\u52a8\u3001Z-Score\u3001EMA crossovers\uff0c\u4ee5\u4fbf\u8ba9\u795e\u7ecf\u7f51\u7edc\u53d1\u73b0\u6709\u7528\u7684\u6a21\u5f0f\u3002\u6b64\u5916\uff0c\u8fd8\u8003\u8651\u4e86\u4e00\u4e9b\u65f6\u95f4\u4fe1\u606f\u548cEMA\u4ea4\u53c9\u3002\u603b\u7684\u7279\u5f81\u5411\u91cf\u5305\u62ec36\u4e2a\u6761\u76ee\u3002<\/p>\n\n\n\n<p><strong>3.3 \u6807\u6ce8\u7b97\u6cd5<\/strong><\/p>\n\n\n\n<p>\u4f7f\u7528\u4e09\u4e2a\u4e0d\u540c\u7684\u6807\u7b7e\u8fdb\u884c\u5206\u7c7b\uff0c\u4ee5\u589e\u5f3a\u5206\u7c7b\u8fc7\u7a0b\u7684\u51c6\u786e\u6027\u3002\u5b9a\u4e49\u4e86\u65f6\u95f4\u7a97\u53e3\u548c\u5355\u4e2a\u4ea4\u6613\u64cd\u4f5c\u7684\u56de\u62a5\u3002\u56de\u62a5\u662f\u5728\u5f00\u4ed3\u4ef7\u683c\u548c\u5e73\u4ed3\u4ef7\u683c\u4e4b\u95f4\u7684\u6536\u76ca\u6216\u635f\u5931\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\/image-81.png\" alt=\"\" class=\"wp-image-1898\"\/><\/figure>\n\n\n\n<p>\u6807\u7b7e\u7b97\u6cd5\u6709\u4e24\u4e2a\u53c2\u6570\ud835\udefc\u548c\ud835\udefd\uff0c\u7528\u4e8e\u8bbe\u7f6e\u8fd4\u56de\u503c\u7684\u9608\u503c\uff0c\u4ee5\u9884\u6d4b\u4ef7\u683c\u53d8\u5316\u3002\u7b97\u6cd5\u9996\u5148\u66f4\u65b0\u6536\u76d8\u4ef7\u7684\u6307\u6570\u79fb\u52a8\u5e73\u5747\u503c\uff0c\u7136\u540e\u8ba1\u7b97\u6536\u76ca\u7387\u5e76\u6839\u636e\u9608\u503c\u5224\u65ad\u4e70\u5165\u3001\u5356\u51fa\u6216\u6301\u6709\u4fe1\u53f7\u3002\u5982\u679c\u6536\u76ca\u7387\u8fc7\u5c0f\u6216\u8fc7\u5927\uff0c\u5219\u5c06\u6807\u7b7e\u8bbe\u4e3a\u6301\u6709\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\/image-82.png\" alt=\"\" class=\"wp-image-1899\"\/><\/figure>\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-83.png\" alt=\"\" class=\"wp-image-1900\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u56db\u3001\u6a21\u578b<\/strong><\/h3>\n\n\n\n<p><strong>4.1 \u591a\u5c42\u611f\u77e5\u673a<\/strong><\/p>\n\n\n\n<p>MLP\u5305\u62ec\u8f93\u5165\u5c42\u3001\u4e24\u4e2a\u9690\u85cf\u5c42\u548c\u4e00\u4e2a\u5177\u6709\u4e09\u4e2a\u8282\u70b9\u7684\u5206\u7c7b\u8f93\u51fa\u5c42\u3002\u6839\u636e\u901a\u7528\u903c\u8fd1\u5b9a\u7406\u548c\u6700\u5c0f\u795e\u7ecf\u5143\u6570\u539f\u5219\uff0c\u9009\u62e9\u4e86\u5177\u6709128\u300164\u548c32\u4e2a\u8282\u70b9\u7684\u5c42\u3002\u901a\u8fc7\u9010\u6b65\u589e\u52a0\u9690\u85cf\u5c42\u795e\u7ecf\u5143\u6570\u91cf\uff0c\u9009\u62e9\u4e86\u5728\u8bad\u7ec3\u96c6\u4e0a\u7565\u5fae\u8fc7\u62df\u5408\u4f46\u5728\u6d4b\u8bd5\u96c6\u4e0a\u51c6\u786e\u7387\u6700\u9ad8\u7684\u795e\u7ecf\u5143\u6570\u91cf\u3002\u907f\u514d\u4e86\u4f7f\u7528dropout\u5c42\u6216\u6743\u91cd\u6b63\u5219\u5316\u6765\u5904\u7406\u8fc7\u62df\u5408\u95ee\u9898\u3002<\/p>\n\n\n\n<p>4.2 <strong>\u7a97\u53e3\u5927\u5c0f\u3001\ud835\udefc\u548c\ud835\udefd\u53c2\u6570<\/strong><\/p>\n\n\n\n<p><br>\u9608\u503c\ud835\udefc\u548c\ud835\udefd\u662f\u6839\u636e\u6574\u4e2a\u6570\u636e\u96c6\u4e2d\u4ef7\u683c\u7684\u5f00\u76d8-\u6536\u76d8\u767e\u5206\u6bd4\u53d8\u5316\u8fdb\u884c\u7edf\u8ba1\u5206\u6790\u5f97\u51fa\u7684\uff0c\ud835\udefc\u8bbe\u5b9a\u4e3a\u7b2c85\u767e\u5206\u4f4d\u6570\uff0c\ud835\udefd\u8bbe\u5b9a\u4e3a\u7b2c99.7\u767e\u5206\u4f4d\u6570\u3002\u4e3a\u4e86\u5e73\u8861\u6570\u636e\u96c6\uff0c\u5bf9\u5360\u6bd4\u7ea670%\u7684Hold\u7c7b\u8fdb\u884c\u4e86\u968f\u673a\u6b20\u91c7\u6837\u3002\u901a\u8fc7\u7f51\u683c\u641c\u7d22\uff0c\u627e\u5230\u4e86\u524d\u540e\u7a97\u53e3\u5927\u5c0f\u7684\u6700\u4f73\u7ec4\u5408\uff0c\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6a21\u578b\u591a\u6b21\u5e76\u53d6\u5e73\u5747\u7ed3\u679c\uff0c\u6700\u7ec8\u9009\u62e9\u4e86\u524d\u4e94\u4e2a\u51c6\u786e\u7387\u6700\u9ad8\u7684\u7a97\u53e3\u5927\u5c0f\u7ec4\u5408\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\/image-84.png\" alt=\"\" class=\"wp-image-1901\"\/><\/figure>\n\n\n\n<p><strong>4.3 \u4e0e\u5176\u4ed6\u6a21\u578b\u6bd4\u8f83<\/strong><\/p>\n\n\n\n<p><br>\u4f5c\u8005\u5c1d\u8bd5\u4e86XGBoost\u3001Logit\u548cSGDLinear\u7b49\u6a21\u578b\uff0c\u5e76\u4f7f\u7528\u4e86One-vs-Rest\u7b56\u7565\u6765\u6bd4\u8f83\u4e8c\u5143\u5206\u7c7b\u5668\u548c\u4e09\u5143\u5206\u7c7b\u5668\u7684\u6027\u80fd\u3002\u7ed3\u679c\u8868\u660e\uff0cMLP\u548cXGBoost\u7684\u6027\u80fd\u4f18\u4e8e\u7ebf\u6027\u6a21\u578b\uff0c\u5176\u4e2dMLP\u8868\u73b0\u6700\u597d\u3002\u4f5c\u8005\u9009\u62e9\u4e86MLP\u4f5c\u4e3a\u6700\u7ec8\u7684\u5206\u7c7b\u5668\u6a21\u578b\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\/image-85.png\" alt=\"\" class=\"wp-image-1902\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e94\u3001\u56de\u6d4b<\/strong><\/h3>\n\n\n\n<p>\u4f7f\u7528MLP\u8fdb\u884c\u7b97\u6cd5\u4ea4\u6613\u7b56\u7565\u8bbe\u8ba1\u548c\u8bad\u7ec3\u7684\u8fc7\u7a0b\uff0c\u9009\u51fa\u524d\u4e94\u4e2a\u51c6\u786e\u7387\u6700\u9ad8\u7684\u524d\u5411\u548c\u540e\u5411\u7a97\u53e3\u5927\u5c0f\u7ec4\u5408\u3002\u7136\u800c\uff0c\u901a\u8fc7\u7b80\u5355\u7684\u4ea4\u6613\u7b56\u7565\u8ba1\u7b97\u5229\u6da6\u540e\uff0c\u8fd9\u4e94\u4e2a\u6a21\u578b\u7684\u6392\u540d\u53d1\u751f\u4e86\u53d8\u5316\uff0c\u56e0\u6b64\u5229\u6da6\u6210\u4e3a\u4e86\u8bc4\u4f30\u7b97\u6cd5\u4ea4\u6613\u7b56\u7565\u7684\u91cd\u8981\u6307\u6807\u3002\u4e3a\u4e86\u8bc4\u4f30\u7b97\u6cd5\u4ea4\u6613\u7b56\u7565\u7684\u6027\u80fd\uff0c\u672c\u6587\u4ecb\u7ecd\u4e86\u56de\u6d4b\u65b9\u6cd5\uff0c\u8be5\u65b9\u6cd5\u4f7f\u7528\u5386\u53f2\u6570\u636e\u6a21\u62df\u771f\u5b9e\u4ea4\u6613\u60c5\u666f\uff0c\u5e76\u4f7f\u7528\u5229\u6da6\u4f5c\u4e3a\u6a21\u578b\u597d\u574f\u7684\u5ea6\u91cf\u6807\u51c6\u3002\u56de\u6d4b\u65b9\u6cd5\u4e0d\u4f1a\u540c\u65f6\u5f00\u591a\u4e2a\u76f8\u540c\u8d44\u4ea7\u7684\u591a\u5934\u6216\u7a7a\u5934\u4ed3\u4f4d\uff0c\u6240\u6709\u4ed3\u4f4d\u5728\u6a21\u62df\u671f\u7ed3\u675f\u65f6\u5173\u95ed\u5e76\u8ba1\u7b97\u5229\u6da6\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\/image-86.png\" alt=\"\" class=\"wp-image-1903\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u6a21\u62df\u7b97\u6cd5\uff0c\u9009\u62e9\u4e86\u4e00\u4e2a\u5177\u6709\u6700\u5927\u56de\u62a5\u7684\u6a21\u578b\uff0c\u5e76\u5728\u6bd4\u7279\u5e01\u3001\u4ee5\u592a\u574a\u548cAlgorand\u7684\u6570\u636e\u4e0a\u8fdb\u884c\u4e86\u56de\u6d4b\u3002\u7ed3\u679c\u8868\u660e\uff0c\u8be5\u6a21\u578b\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u6027\u80fd\uff0c\u80fd\u591f\u9002\u7528\u4e8e\u4e0d\u540c\u7684\u52a0\u5bc6\u8d27\u5e01\u3002\u5728\u5b9e\u9645\u4ea4\u6613\u4e2d\uff0c\u8be5\u6a21\u578b\u7684\u56de\u62a5\u7387\u8f83\u9ad8\uff0c\u5c24\u5176\u662f\u5728\u4ee5\u592a\u574a\u7684\u957f\u671f\u56de\u6d4b\u4e2d\u8868\u73b0\u6700\u4f73\u3002\u540c\u65f6\uff0c\u672c\u6587\u8fd8\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8e\u6b63\u5219\u8868\u8fbe\u5f0f\u7684\u4ea4\u6613\u7b56\u7565\u63cf\u8ff0\u65b9\u6cd5\uff0c\u5e76\u5b9e\u73b0\u4e86\u4e00\u4e2a\u4fdd\u62a4\u6027\u6b62\u635f\u673a\u5236\u3002<\/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-88-1024x553.png\" alt=\"\" class=\"wp-image-1905\"\/><\/figure>\n\n\n\n<p>\u77ed\u671f\u56de\u6d4b\u663e\u793a\u4e86\u57fa\u4e8e\u6ede\u540e\u6307\u6807\u7684\u7b56\u7565\u5728\u5e02\u573a\u5d29\u76d8\u65f6\u7684\u884c\u4e3a\uff0cMLP\u6a21\u578b\u76f8\u5bf9\u4e8e\u865a\u62df\u6a21\u578b\u5bf9TerraLuna\u5d29\u76d8\u8fdb\u884c\u4e86\u5e73\u6ed1\u5904\u7406\u3002FTX\u5d29\u76d8\u4e5f\u5448\u73b0\u4e86\u7c7b\u4f3c\u7684\u884c\u4e3a\u3002MLP\u5206\u7c7b\u5668\u7684\u8f93\u51fa\u4e3b\u8981\u53d7\u6ede\u540e\u6307\u6807\u7684\u5f71\u54cd\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\/image-89.png\" alt=\"\" class=\"wp-image-1906\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u516d\u3001\u4e0e\u8fd1\u671f\u65b9\u6cd5\u6bd4\u8f83<\/strong><\/h3>\n\n\n\n<p>\u6bd4\u8f83\u4ef7\u683c\u9884\u6d4b\u548c\u4ea4\u6613\u7b56\u7565\u7684\u65b9\u6cd5\u662f\u590d\u6742\u7684\uff0c\u9700\u8981\u5728\u5b9e\u9a8c\u8bbe\u7f6e\u4e2d\u4fdd\u6301\u4e00\u4e9b\u4e0d\u53d8\u91cf\u3002\u4e3a\u4e86\u6bd4\u8f83\u4e0d\u540c\u65b9\u6cd5\u7684\u6a21\u578b\uff0c\u9700\u8981\u4f7f\u7528\u5171\u4eab\u6570\u636e\u6765\u8bc4\u4f30\u6a21\u578b\uff0c\u4f7f\u7528\u76f8\u540c\u7684\u6307\u6807\u3002\u5728\u91d1\u878d\u65b9\u9762\uff0c\u56de\u6d4b\u9700\u8981\u4f7f\u7528\u5171\u540c\u7684\u6570\u636e\u671f\u95f4\u4f5c\u4e3a\u8bc4\u4f30\u96c6\u3002\u6a21\u578b\u662f\u4ea4\u6613\u7b56\u7565\u7684\u7ec4\u6210\u90e8\u5206\uff0c\u4f46\u6700\u7ec8\u51b3\u7b56\u53d6\u51b3\u4e8e\u4ea4\u6613\u7b56\u7565\u3002\u83b7\u53d6\u4fe1\u606f\u4ee5\u91cd\u73b0\u6d4b\u8bd5\u901a\u5e38\u5f88\u56f0\u96be\uff0c\u56e0\u4e3a\u6e90\u4ee3\u7801\u7f3a\u5931\u3002<\/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-90-929x1024.png\" alt=\"\" class=\"wp-image-1907\"\/><\/figure>\n\n\n\n<p>\u672c\u6587\u4e0e\u4e94\u7bc7\u76f8\u5173\u8bba\u6587\u8fdb\u884c\u4e86\u6bd4\u8f83\uff0c\u8fd9\u4e9b\u8bba\u6587\u90fd\u4f7f\u7528\u4e862\u7c7b\u6807\u7b7e\u548c1\u5206\u949f\u30011\u30014\u548c24\u5c0f\u65f6\u7684\u65f6\u95f4\u6846\u67b6\uff0c\u6db5\u76d6\u4e86\u4e0d\u540c\u7684\u65f6\u95f4\u6bb5\u3002\u6570\u636e\u6e90\u90fd\u662fOHLC+V\uff0c\u8fd8\u5305\u62ecTwitter\u3001Blockchain\u548c\u5176\u4ed6\u91d1\u878d\u6307\u6570\u3002\u6211\u4eec\u9009\u62e9\u4e86\u5b83\u4eec\u7684\u6700\u4f73\u51c6\u786e\u6027\u8fdb\u884c\u6bd4\u8f83\uff0c\u5e76\u5728\u8868\u683c\u4e2d\u603b\u7ed3\u4e86\u7ed3\u679c\u3002\u6211\u4eec\u8fd8\u4e0e\u5176\u4e2d\u4e24\u7bc7\u8bba\u6587\u8fdb\u884c\u4e86\u56de\u6d4b\u6bd4\u8f83\uff0c\u7ed3\u679c\u663e\u793a\u6211\u4eec\u7684\u7b56\u7565\u8868\u73b0\u826f\u597d\u3002\u5176\u4e2d\u4e00\u7bc7\u8bba\u6587\u4f7f\u7528\u4e86\u6280\u672f\u6307\u6807\u548c\u79fb\u52a8\u5e73\u5747\u7ebf\u4f5c\u4e3a\u7279\u5f81\uff0c\u4f7f\u7528\u4e86\u4e0d\u540c\u7684\u795e\u7ecf\u7f51\u7edc\u8fdb\u884c\u9884\u6d4b\u3002\u53e6\u4e00\u7bc7\u8bba\u6587\u4f7f\u7528\u4e865\u79cd\u7ecf\u5178\u6a21\u578b\u8fdb\u884c\u9884\u6d4b\uff0c\u5e76\u8fdb\u884c\u4e86\u56de\u6d4b\u3002\u6211\u4eec\u7684\u7cfb\u7edf\u4ea4\u6613\u9891\u7387\u8f83\u4f4e\uff0c\u4f46\u5728\u4fa7\u5411\u5e02\u573a\u548c\u77ed\u671f\u4e0a\u6da8\u5e02\u573a\u4e2d\u8868\u73b0\u826f\u597d\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\/image-91.png\" alt=\"\" class=\"wp-image-1908\"\/><\/figure>\n\n\n\n<p>\u7814\u7a76\u4f7f\u7528\u795e\u7ecf\u7f51\u7edc\u548c\u51b3\u7b56\u6811\u6a21\u578b\u9884\u6d4b\u6bd4\u7279\u5e01\u4ef7\u683c\u8d70\u52bf\uff0c\u6570\u636e\u5305\u62ec\u63a8\u7279\u60c5\u7eea\u3001\u533a\u5757\u94fe\u4ea4\u6613\u548c\u591a\u79cd\u5546\u54c1\u548c\u6307\u6570\u7684\u5206\u949f\u7ea7\u4ef7\u683c\u3002\u6700\u4f73\u6a21\u578b\u4e3aLSTM\uff0c\u572860\u5206\u949f\u65f6\u95f4\u6846\u67b6\u5185\u51c6\u786e\u7387\u6700\u9ad8\u3002\u56de\u6d4b\u663e\u793a115%\u7684ROI\uff0c\u4f46\u8003\u8651\u52300.3%\u7684\u624b\u7eed\u8d39\u4f1a\u5bfc\u81f4\u4e8f\u635f\u3002\u9ad8\u9891\u4ea4\u6613\u7b56\u7565\u6267\u884c2852\u7b14\u4ea4\u6613\uff0c\u53ef\u80fd\u5bfc\u81f4258%\u7684\u4e8f\u635f\u3002<\/p>\n\n\n\n<p>Akyildirim\u7b49\u4eba\uff082021\uff09\u9884\u6d4b\u4e8612\u79cd\u6700\u53d7\u6b22\u8fce\u7684\u52a0\u5bc6\u8d27\u5e01\uff08BTC\uff0cBCH\uff0cDSH EOS\uff0cETC\uff0cETH\uff0cIOT\uff0cLTC\uff0cOMG\uff0cXMR\uff0cXRP\uff0cZEC\uff09\u7684\u4ef7\u683c\u65b9\u5411\uff0c\u6570\u636e\u8de8\u5ea6\u4e3a2017\u5e748\u670810\u65e5\u81f32018\u5e746\u670823\u65e5\u3002\u7279\u5f81\u7531OHLC + V\u548c\u7eaf\u4ea4\u6613\u6570\u636e\u8ba1\u7b97\uff0c\u5e76\u4f7f\u7528\u6280\u672f\u6307\u6807\uff0c\u79fb\u52a8\u5e73\u5747\u7ebf\u548c\u4e0d\u540c\u65f6\u95f4\u95f4\u9694\u7684\u5bf9\u6570\u6536\u76ca\u7387\u8fdb\u884c\u8f6c\u6362\u3002\u6807\u7b7e\u7531Sigmoid\uff08Close-Open\uff09\u8ba1\u7b97\u3002\u5e73\u5747\u7cbe\u5ea6\u4e3a1H\u65f6\u95f4\u6846\u67b6\uff0c\u4e0e\u6d4b\u8bd5\u96c6\u4e0a\u7684\u6700\u4f73\u7cbe\u5ea6\uff08\u4f4e\u65b9\u5dee\uff09\u63a5\u8fd1\u3002<\/p>\n\n\n\n<p>Cavalli\uff06Amoretti\uff082021\uff09\u9884\u6d4b\u6bd4\u7279\u5e01\u7684\u4ef7\u683c\u65b9\u5411\u3002\u6570\u636e\u8de8\u5ea6\u4e3a2013\u5e744\u670828\u65e5\u81f32020\u5e742\u670815\u65e5\u3002\u7279\u5f81\u96c6\u4f7f\u7528\u5e02\u573a\u4ef7\u683c\uff0cTwitter\u60c5\u7eea\u548c\u533a\u5757\u94fe\u6570\u636e\u3002\u91c7\u75281D\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u3002\u5728\u4e24\u4e2a\u4e0d\u540c\u7684\u56de\u6d4b\u4e2d\u8fdb\u884c\uff0c\u7b2c\u4e00\u4e2a\u4ece2020\u5e742\u6708\u523010\u6708\uff08\u770b\u6da8\uff09\uff0c\u7b2c\u4e8c\u4e2a\u4ece2020\u5e742\u6708\u52303\u6708\uff08\u77ed\u671f\u4e0b\u8dcc\uff09\u3002\u5728\u7b2c\u4e00\u4e2a\u56de\u6d4b\u4e2d\uff0c\u6027\u80fd\u503c\u4e0eAkyildirim\u7b49\u4eba\uff082021\uff09\u76f8\u4f3c\u3002\u5728\u7b2c\u4e8c\u4e2a\u56de\u6d4b\u4e2d\uff0c\u8be5\u7cfb\u7edf\u6ca1\u6709\u8003\u8651\u4f63\u91d1\u8d39\u7528\uff0c\u4e8f\u635f28\uff05\uff0c\u800c\u6211\u4eec\u7684\u7cfb\u7edf\u8003\u8651\u4e86\u4f63\u91d1\u8d39\u7528\uff0c\u4e8f\u635f4.4\uff05\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e03\u3001\u7279\u5f81\u91cd\u8981\u6027<\/strong><\/h3>\n\n\n\n<p>\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u53ef\u89e3\u91ca\u6027\/\u53ef\u89e3\u91ca\u6027\u9886\u57df\u65e8\u5728\u901a\u8fc7\u5c06\u8f93\u5165\u6620\u5c04\u5230\u8f93\u51fa\u6765\u7406\u89e3\u6a21\u578b\u9884\u6d4b\u7ed3\u679c\u7684\u884c\u4e3a\u3002SHAP\u662f\u89e3\u91ca\u4efb\u4f55\u9ed1\u76d2ML\u6a21\u578b\u8f93\u51fa\u7684\u4e00\u79cd\u65b9\u6cd5\uff0c\u901a\u8fc7\u8ba1\u7b97\u7279\u5f81\u91cd\u8981\u6027\u5f52\u56e0\u6765\u89e3\u51b3\u5f52\u56e0\u95ee\u9898\u3002SHAP\u503c\u53ef\u7528\u4e8e\u5c40\u90e8\u89e3\u91ca\u6bcf\u4e2a\u7279\u5b9a\u8f93\u5165\u7684\u6a21\u578b\u3002\u7279\u5f81\u91cd\u8981\u6027\u53ef\u4ee5\u901a\u8fc7\u8ba1\u7b97\u6bcf\u4e2a\u7279\u5f81\u7684SHAP\u7edd\u5bf9\u503c\u7684\u5e73\u5747\u503c\u6765\u63a8\u65ad\u3002\u6280\u672f\u6307\u6807\u3001\u79fb\u52a8\u5e73\u5747\u7ebf\u4ea4\u53c9\u548c\u65f6\u95f4\u4fe1\u606f\u662f\u524d\u5341\u4e2a\u6700\u6709\u4ef7\u503c\u7684\u7279\u5f81\uff0c\u800c\u8721\u70db\u56fe\u6a21\u5f0f\u76f8\u5bf9\u65e0\u6548\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\/image-92.png\" alt=\"\" class=\"wp-image-1909\"\/><\/figure>\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-93.png\" alt=\"\" class=\"wp-image-1910\"\/><\/figure>\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-94.png\" alt=\"\" class=\"wp-image-1911\"\/><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u516b\u3001\u603b\u7ed3<\/strong><\/h3>\n\n\n\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86\u4e00\u79cd\u57fa\u4e8e\u5927\u6570\u636e\u96c6\u548c\u667a\u80fd\u6807\u6ce8\u7684\u7b80\u5355\u9884\u6d4b\u6a21\u578b\uff0c\u7528\u4e8e\u9884\u6d4b\u533a\u5757\u94fe\u8d44\u4ea7\u4ef7\u683c\u7684\u8d8b\u52bf\u65b9\u5411\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u4e8e\u4ea4\u6613\u7b56\u7565\u4e2d\u3002\u7814\u7a76\u53d1\u73b0\uff0c\u6280\u672f\u5206\u6790\u5de5\u5177\u53ef\u4ee5\u901a\u8fc7\u5927\u6570\u636e\u96c6\u8bc6\u522b\u6a21\u5f0f\uff0c\u63d0\u9ad8\u4ef7\u683c\u8d8b\u52bf\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u56de\u6d4b\u8fc7\u7a0b\uff0c\u8bc1\u660e\u6280\u672f\u5206\u6790\u65b9\u6cd5\u53ef\u4ee5\u63d0\u4f9b\u6bd4\u968f\u673a\u4ea4\u6613\u6216\u7b80\u5355\u201c\u4e70\u5165\u6301\u6709\u201d\u65b9\u6cd5\u66f4\u597d\u7684\u7edf\u8ba1\u4f18\u52bf\u3002\u7814\u7a76\u8fd8\u53d1\u73b0\uff0c\u6280\u672f\u6307\u6807\u3001\u79fb\u52a8\u5e73\u5747\u7ebf\u4ea4\u53c9\u548c\u65f6\u95f4\u4fe1\u606f\u662f\u6700\u6709\u4ef7\u503c\u7684\u7279\u5f81\uff0c\u8721\u70db\u56fe\u6a21\u5f0f\u7684\u6709\u6548\u6027\u76f8\u5bf9\u8f83\u4f4e\u3002\u672a\u6765\u7684\u7814\u7a76\u53ef\u4ee5\u63a2\u7d22\u591a\u65f6\u95f4\u6846\u67b6\u4ef7\u683c\u884c\u52a8\u5206\u6790\u7684\u65b0\u4fe1\u606f\uff0c\u5e76\u5c06\u5176\u4e0e\u73b0\u6709\u7684\u5927\u6570\u636e\u96c6\u3001\u6807\u6ce8\u7b97\u6cd5\u3001\u6700\u4f73\u7279\u5f81\u548c\u795e\u7ecf\u7f51\u7edc\u76f8\u7ed3\u5408\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u5c06\u4ea4\u6613\u7cfb\u7edf\u5e94\u7528\u4e8e\u4e0d\u540c\u7684\u91d1\u878d\u5e02\u573a\uff0c\u5982\u5916\u6c47\u3001\u4e2a\u80a1\u3001\u80a1\u6307\u3001\u5546\u54c1\u548c\u5dee\u4ef7\u5408\u7ea6\u3002\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5dee\u4ef7\u5408\u7ea6\u5177\u6709\u6760\u6746\u884d\u751f\u54c1\u7684\u7279\u70b9\uff0c\u98ce\u9669\u8f83\u9ad8\u3002<\/p>\n\n\n\n<p><\/p>\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>\u8bba\u6587\u5730\u5740<\/strong>\uff1a<a href=\"https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0957417423023084\">https:\/\/www.sciencedirect.com\/science\/article\/pii\/S0957417423023084<\/a><\/pre>\n<\/blockquote>\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 class=\"has-text-align-center\"><strong><mark style=\"background-color:#ffffff\" class=\"has-inline-color has-cyan-bluish-gray-color\">\u672c<\/mark><\/strong><strong><mark style=\"background-color:#ffffff\" class=\"has-inline-color has-cyan-bluish-gray-color\">\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\/10\/17\/%e4%bd%bf%e7%94%a8-ai-%e9%a2%84%e6%b5%8b%e5%8a%a0%e5%af%86%e8%b4%a7%e5%b8%81%e4%ba%a4%e6%98%93%e6%94%b6%e7%9b%8a%ef%bc%8c%e5%88%b6%e5%ae%9a%e7%9b%88%e5%88%a9%e7%ad%96%e7%95%a5\/\">Continue reading<span class=\"screen-reader-text\">\u4f7f\u7528 AI \u9884\u6d4b\u52a0\u5bc6\u8d27\u5e01\u4ea4\u6613\u6536\u76ca\uff0c\u5236\u5b9a\u76c8\u5229\u7b56\u7565<\/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":[4,5],"class_list":{"0":"post-1460","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-aiinvest","7":"tag-ai","9":"entry"},"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1460","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=1460"}],"version-history":[{"count":1,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1460\/revisions"}],"predecessor-version":[{"id":1461,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1460\/revisions\/1461"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=1460"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=1460"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=1460"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}