{"id":2057,"date":"2025-03-29T07:59:00","date_gmt":"2025-03-28T23:59:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=2057"},"modified":"2025-03-11T20:03:14","modified_gmt":"2025-03-11T12:03:14","slug":"%e6%88%91%e9%9d%a0%e8%bf%99%e4%b8%89%e9%81%93%e9%98%b2%e7%ba%bf%ef%bc%8c%e8%ba%b2%e8%bf%873%e6%ac%a1%e6%9a%b4%e8%b7%8c%ef%bc%81%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e7%a7%91%e5%ad%a6%e6%ad%a2","status":"publish","type":"post","link":"https:\/\/www.laoyulaoyu.com\/index.php\/2025\/03\/29\/%e6%88%91%e9%9d%a0%e8%bf%99%e4%b8%89%e9%81%93%e9%98%b2%e7%ba%bf%ef%bc%8c%e8%ba%b2%e8%bf%873%e6%ac%a1%e6%9a%b4%e8%b7%8c%ef%bc%81%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e7%a7%91%e5%ad%a6%e6%ad%a2\/","title":{"rendered":"\u6211\u9760\u8fd9\u4e09\u9053\u9632\u7ebf\uff0c\u8eb2\u8fc73\u6b21\u66b4\u8dcc\uff01\u624b\u628a\u624b\u6559\u4f60\u79d1\u5b66\u6b62\u76c8\u6b62\u635f"},"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\/2025\/03\/0_1yTq82Swp6hDF584_\u526f\u672c.jpg\" alt=\"\" class=\"wp-image-4473\"\/><\/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>\u4f60\u7092\u80a1\u6709\u6ca1\u6709\u4e00\u4e70\u5c31\u8dcc\u3001\u4e00\u5356\u5c31\u6da8\u7684\u65f6\u5019\uff1f\u4eca\u5929\u54b1\u4eec\u6765\u63a2\u8ba8\u4e00\u79cd\u53eb\u2018\u4e09\u91cd\u5c4f\u969c\u2019\u7684\u4ea4\u6613\u7b56\u7565\u3002\u5b83\u50cf<mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-cyan-blue-color\">\u7ed9\u4ea4\u6613\u4e0a\u4e86\u4e09\u9053\u4fdd\u9669\uff1a\u76ee\u6807\u6b62\u76c8\u3001\u52a8\u6001\u6b62\u635f\u3001\u65f6\u95f4\u7ba1\u63a7\u3002\u9760\u8fd9\u5957\u7b56\u7565\uff0c\u4f60\u80fd\u907f\u5f00\u8dcc\uff0c\u6536\u76ca\u7a33\u5b9a\u8dd1\u8d62\u5927\u76d8<\/mark>\u3002\u4eca\u5929\u5c31\u628a\u8fd9\u4e2a\u8fde\u91cf\u5316\u673a\u6784\u90fd\u5728\u7528\u7684\u65b9\u6cd5\u62c6\u89e3\u7ed9\u4f60\uff0c\u5c0f\u767d\u4e5f\u80fd\u79d2\u61c2\uff01<\/pre>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u5e8f\uff1a\u6563\u6237\u4e3a\u4ec0\u4e48\u603b\u88ab\u5272\u97ed\u83dc\uff1f<\/strong><\/h2>\n\n\n\n<p>\u4e3a\u4ec0\u4e48\u6563\u6237\u603b\u662f\u4e8f\u94b1\uff1f<strong>\u4f60\u53ef\u80fd\u8f93\u5728\u201c\u9000\u51fa\u7b56\u7565\u201d\u4e0a \uff01<\/strong><\/p>\n\n\n\n<p>\u5f88\u591a\u80a1\u6c11\u5929\u5929\u7814\u7a76\u600e\u4e48\u4e70\u80a1\u7968\uff0c\u5374\u5ffd\u7565\u4e86\u66f4\u5173\u952e\u7684\u201c<strong>\u4ec0\u4e48\u65f6\u5019\u5356<\/strong>\u201d\u3002\u7ed3\u679c\u8981\u4e48\u6da8\u4e00\u70b9\u5c31\u6025\u7740\u5356\uff0c\u8981\u4e48\u8dcc\u4e86\u6b7b\u625b\u5230\u8170\u65a9\uff0c\u6700\u540e\u9a82\u5e02\u573a\u4e0d\u516c\u3002<\/p>\n\n\n\n<p><strong>\u771f\u76f8\u662f\uff1a<\/strong> \u4f1a\u4e70\u7684\u662f\u5f92\u5f1f\uff0c\u4f1a\u5356\u7684\u624d\u662f\u5e08\u5085\uff01\u7814\u7a76\u663e\u793a\uff0c80%\u7684\u4e8f\u635f\u6765\u81ea\u6ca1\u6709\u6e05\u6670\u7684\u9000\u51fa\u8ba1\u5212\u3002\u4eca\u5929\u7684\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\uff0c\u5c31\u662f\u5e2e\u4f60\u89e3\u51b3\u8fd9\u4e2a\u75db\u70b9\u7684\u7ec8\u6781\u5de5\u5177\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e00\u3001\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\u662f\u4ec0\u4e48\uff1f3\u9053\u9632\u7ebf\u9501\u4f4f\u5229\u6da6<\/strong><\/h2>\n\n\n\n<p><strong>\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\uff08Triple Barrier Method\uff09<\/strong>\u7531\u9a6c\u79d1\u65af\u00b7\u6d1b\u4f69\u5179\u00b7\u5fb7\u666e\u62c9\u591a\u5728\u5176\u8457\u4f5c\u300a\u91d1\u878d\u673a\u5668\u5b66\u4e60\u8fdb\u5c55\u300b\uff08Advances in Financial Machine Learning\uff09\u4e2d\u63d0\u51fa\uff0c\u7528\u4e8e\u6807\u8bb0\u91d1\u878d\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u3002\u8fd9\u79cd\u91d1\u878d\u673a\u5668\u5b66\u4e60\u5de5\u5177\uff0c\u7279\u522b\u9002\u5408\u4e3a\u80a1\u7968\u6570\u636e\u6807\u6ce8\u4ea4\u6613\u4fe1\u53f7\uff0c\u5e2e\u52a9\u6295\u8d44\u8005\u51b3\u5b9a\u4f55\u65f6\u4e70\u5356\u3002<\/p>\n\n\n\n<p>\u5b83\u662f\u4e00\u79cd\u52a8\u6001\u7684<strong>\u4ea4\u6613\u9000\u51fa\u7b56\u7565<\/strong>\uff0c\u901a\u8fc7\u8bbe\u7f6e<strong>\u4e09\u4e2a\u72ec\u7acb\u6761\u4ef6<\/strong>\u6765\u51b3\u5b9a\u4f55\u65f6\u5e73\u4ed3\uff0c\u4ee5\u66f4\u7075\u6d3b\u5730\u7ba1\u7406\u98ce\u9669\u548c\u6536\u76ca\u3002\u5176\u6838\u5fc3\u5728\u4e8e\u540c\u65f6\u8003\u8651<strong>\u76c8\u5229\u76ee\u6807\u3001\u6b62\u635f\u5e45\u5ea6\u548c\u6301\u4ed3\u65f6\u95f4<\/strong>\uff0c\u4efb\u4e00\u6761\u4ef6\u89e6\u53d1\u5373\u9000\u51fa\u4ea4\u6613\u3002<\/p>\n\n\n\n<p>\u4e0a\u9762\u8fd9\u6bb5<strong>\u7ffb\u8bd1\u8fc7\u6765\u8bf4\u4eba\u8bdd\u5c31\u662f<\/strong>\uff1a\u60f3\u8c61\u4e00\u4e0b\uff0c\u4f60\u5f00\u8f66\u65f6\u6709<strong>\u9650\u901f\u63d0\u9192\u3001\u5b89\u5168\u5e26\u548c\u5012\u8f66\u96f7\u8fbe<\/strong>\u4e09\u91cd\u4fdd\u62a4\uff0c\u7092\u80a1\u4e5f\u80fd\u8fd9\u4e48\u5b89\u5168\uff01<\/p>\n\n\n\n<p>\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\u7684\u6838\u5fc3\u5c31\u662f\u7ed9\u6bcf\u7b14\u4ea4\u6613\u8bbe\u7f6e<strong>\u8bbe\u4e86<strong>\u4e09\u9053\u201c\u4fdd\u9669\u201d<\/strong><\/strong>\uff0c\u901a\u8fc7\u8bbe\u7f6e\u4e0a\u5c4f\u969c\uff08\u4ee3\u8868\u6b62\u76c8\u6c34\u5e73\uff09\u3001\u4e0b\u5c4f\u969c\uff08\u4ee3\u8868\u6b62\u635f\u6c34\u5e73\uff09\u548c\u5782\u76f4\u5c4f\u969c\uff08\u4ee3\u8868\u65f6\u95f4\u9000\u51fa\uff09\u6765\u786e\u5b9a\u4e8b\u4ef6\u6807\u7b7e\uff0c\u89e6\u53d1\u4efb\u610f\u4e00\u4e2a\u5c31\u7acb\u523b\u64a4\u9000\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/\u4e09\u91cd\u969c\u788d\u6cd5\uff08Triple-Barrier-Method\uff09-visual-selection_\u526f\u672c.png\" alt=\"\" class=\"wp-image-4463\"\/><\/figure>\n\n\n\n<p><strong>\u6b62\u76c8\u7ebf\uff08\u4e0a\u5c4f\u969c\uff09\uff1a<\/strong> \u6bd4\u5982\u80a1\u4ef7\u6da8\u523010%\uff0c\u7acb\u523b\u843d\u888b\u4e3a\u5b89\u3002\u522b\u8d2a\u5fc3\uff0cA\u80a180%\u7684\u6da8\u505c\u677f\u7b2c\u4e8c\u5929\u90fd\u4f1a\u56de\u8c03\uff01<\/p>\n\n\n\n<p><strong>\u6b62\u635f\u7ebf\uff08\u4e0b\u5c4f\u969c\uff09\uff1a<\/strong> \u5982\u679c\u8dcc\u5230\u4e00\u5b9a\u7a0b\u5ea6\uff08\u59825%\u4e8f\u635f\uff09\uff0c\u81ea\u52a8\u5356\u51fa\u6b62\u635f\uff0c\u9632\u6b62\u5c0f\u4e8f\u53d8\u5927\u4e8f\u3002<\/p>\n\n\n\n<p><strong>\u65f6\u95f4\u9650\u5236\uff08\u5782\u76f4\u5c4f\u969c\uff09\uff1a<\/strong> \u6700\u957f\u6301\u67095\u5929\uff0c\u4e0d\u6da8\u4e0d\u8dcc\u4e5f\u64a4\u9000\u3002A\u80a1\u6e38\u8d44\u6700\u7231\u73a9\u201c\u65f6\u95f4\u6218\u672f\u201d\uff0c\u8017\u5f97\u8d8a\u4e45\u4f60\u8d8a\u88ab\u52a8\u3002<\/p>\n\n\n\n<p>\u76f8\u6bd4\u4f20\u7edf\u65b9\u6cd5\uff08\u5982\u56fa\u5b9a\u770b5\u5929\u540e\u6da8\u8dcc\uff09\uff0c\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\u66f4\u7075\u6d3b\uff0c\u80fd\u52a8\u6001\u9002\u5e94\u5e02\u573a\u6ce2\u52a8\u3002\u7814\u7a76\u663e\u793a\uff0c\u5b83\u7279\u522b\u9002\u5408\u9ad8\u9891\u4ea4\u6613\uff0c\u80fd\u63d0\u9ad8\u590f\u666e\u6bd4\u7387\uff08\u8861\u91cf\u6295\u8d44\u56de\u62a5\u4e0e\u98ce\u9669\u7684\u6bd4\u4f8b\uff09\uff0c\u66f4\u8d34\u8fd1\u5b9e\u9645\u4ea4\u6613\u51b3\u7b56\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001\u5b9e\u64cd\u6848\u4f8b\uff1a\u5982\u4f55\u7528\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\u8eb2\u8fc7\u66b4\u8dcc\uff1f<\/strong><\/h2>\n\n\n\n<p>\u73b0\u5728\u6211\u901a\u8fc7\u4e00\u4e2a\u5b9e\u4f8b\u6765\u8bf4\u660e\u5927\u5bb6\u8be5\u5982\u4f55\u4f7f\u7528\u8fd9\u4e2a\u7b56\u7565\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.1 \u5b9e\u4f8b\u8bf4\u660e<\/strong><\/h3>\n\n\n\n<p>\u5047\u8bbe2025\u5e743\u6708\uff0c\u4f60\u4e70\u4e86\u4e00\u53ea\u673a\u5668\u4eba\u6982\u5ff5\u80a1\uff0c100\u5143\uff0c\u8bbe\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6b62\u76c815%\uff08115\u5143\u5356\u51fa\uff09<\/li>\n\n\n\n<li>\u6b62\u635f8%\uff0892\u5143\u5356\u51fa\uff09<\/li>\n\n\n\n<li>\u6700\u957f\u6301\u67097\u5929\u3002<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u573a\u666f1\uff1a<\/strong> \u7b2c5\u5929\u7a81\u53d1\u5229\u7a7a\uff0c\u80a1\u4ef7\u8dcc\u523091\u5143\uff0c\u89e6\u53d1\u6b62\u635f\uff0c\u4f60\u5356\u51fa\uff0c\u867d\u7136\u6ca1\u8d5a\u5230\u94b1\uff0c\u4f46\u540e\u6765\u80a1\u4ef7\u8dcc\u523070\u5143\uff0c\u907f\u5f00\u4e8630%\u66b4\u8dcc\uff0c\u4fdd\u4f4f\u4e86\u672c\u91d1\u3002<\/li>\n\n\n\n<li><strong>\u573a\u666f2\uff1a<\/strong> \u7b2c3\u5929\u6da8\u5230116\u5143\uff0c\u89e6\u53ca\u6b62\u76c8\u7ebf\uff0c\u4f60\u5356\u51fa\uff0c\u8d5a\u4e8616\u5143\uff0c\u9501\u5b9a\u5229\u6da6\u3002<\/li>\n\n\n\n<li><strong>\u573a\u666f3\uff1a<\/strong> 7\u5929\u540e\u80a1\u4ef7\u8fd8\u662f102\u5143\uff0c\u672a\u89e6\u53ca\u6b62\u76c8\u6b62\u635f\uff0c\u5356\u51fa\uff0c\u8d5a2\u5143\uff0c\u7b97\u5c0f\u80dc\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u4f8b\u5b50\u663e\u793a\uff0c\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\u5e2e\u4f60\u7528\u89c4\u5219\u7ba1\u4f4f\u624b\uff0c\u51cf\u5c11\u60c5\u7eea\u5316\u64cd\u4f5c\uff0c\u7279\u522b\u9002\u5408\u5e02\u573a\u5267\u70c8\u6ce2\u52a8\u65f6\u3002<\/p>\n\n\n\n<p><strong>\u5c0f\u767d\u76f4\u63a5\u5957\u7528\u76843\u4e2a\u53c2\u6570\u6a21\u677f\uff08A\u80a1\u9002\u914d\u7248\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th><strong>\u4ea4\u6613\u7c7b\u578b<\/strong><\/th><th><strong>\u76ee\u6807\u6b62\u76c8<\/strong><\/th><th><strong>\u6b62\u635f<\/strong><\/th><th><strong>\u6301\u6709\u65f6\u95f4<\/strong><\/th><\/tr><\/thead><tbody><tr><td>\u77ed\u7ebf\u8ffd\u70ed\u70b9<\/td><td>8%<\/td><td>5%<\/td><td>\u22643\u5929<\/td><\/tr><tr><td>\u4e2d\u7ebf\u57cb\u4f0f<\/td><td>20%<\/td><td>10%<\/td><td>\u226410\u5929<\/td><\/tr><tr><td>\u9632\u5fa1\u578b\u7b56\u7565<\/td><td>5%<\/td><td>3%<\/td><td>\u22645\u5929<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u6ce8\u610f\uff1a<\/strong>\u5177\u4f53\u6570\u503c\u8981\u6839\u636e\u80a1\u7968\u6ce2\u52a8\u7387\u8c03\u6574\uff01\u6bd4\u5982\u521b\u4e1a\u677f\u80a1\u7968\u6ce2\u52a8\u5927\uff0c\u6b62\u635f\u53ef\u653e\u5bbd\u52308%\uff1b\u94f6\u884c\u80a1\u7a33\uff0c\u6536\u7d27\u52303%\u3002<\/p>\n\n\n\n<p>\u5f53\u7136\u5b83\u7684\u4f18\u7f3a\u70b9\u6211\u4eec\u4e5f\u8981\u5fc3\u91cc\u6e05\u695a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/\u4e09\u91cd\u969c\u788d\u6cd5\uff08Triple-Barrier-Method\uff09-visual-selection-1_\u526f\u672c.png\" alt=\"\" class=\"wp-image-4464\" style=\"width:497px;height:auto\"\/><\/figure>\n\n\n\n<p>\u4f46\u662f\uff0c\u5982\u679c\u4f60\u662f\u5728\u8fdb\u884c\u81ea\u52a8\u91cf\u5316\u9ad8\u9891\u4ea4\u6613\u65f6\uff0c\u8fd9\u4e9b\u7f3a\u70b9\u662f\u4e0d\u662f\u5c31\u88ab\u65e0\u9650\u7f29\u5c0f\u4e86\uff1f<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>2.2 \u4f7f\u7528\u6b65\u9aa4<\/strong><\/h3>\n\n\n\n<p>\u4f60\u505a\u91cf\u5316\u4ea4\u6613\u65f6\u4f7f\u7528\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\u7684\u6b65\u9aa4\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p><strong>1. \u9009\u62e9\u6570\u636e\uff1a<\/strong> \u9009\u5b9a\u4f60\u60f3\u5206\u6790\u7684\u80a1\u7968\u548c\u65f6\u95f4\u6bb5\uff0c\u6bd4\u5982A\u80a1\u67d0\u53ea\u70ed\u95e8\u80a1\u7684\u65e5\u7ebf\u6570\u636e\u3002<\/p>\n\n\n\n<p><strong>2. \u8bbe\u7f6e\u4e09\u9053\u9632\u7ebf\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6b62\u76c8\u7ebf\uff1a<\/strong> \u57fa\u4e8e\u9884\u671f\u5229\u6da6\u8bbe\u7f6e\uff0c\u6bd4\u5982\u5f53\u524d\u4ef7100\u5143\uff0c\u6b62\u76c810%\uff0c\u5c31\u662f110\u5143\u3002<\/li>\n\n\n\n<li><strong>\u6b62\u635f\u7ebf\uff1a<\/strong> \u57fa\u4e8e\u98ce\u9669\u627f\u53d7\u80fd\u529b\u8bbe\u7f6e\uff0c\u6bd4\u5982\u8dcc5%\uff0c\u5c31\u662f95\u5143\u3002<\/li>\n\n\n\n<li><strong>\u65f6\u95f4\u9650\u5236\uff1a<\/strong> \u8bbe\u5b9a\u6700\u5927\u6301\u6709\u65f6\u95f4\uff0c\u59825\u5929\uff0c\u8d85\u8fc7\u5c31\u5356\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>3. \u52a8\u6001\u8c03\u6574\uff1a<\/strong> \u6b62\u76c8\u6b62\u635f\u7ebf\u53ef\u6839\u636e\u80a1\u7968\u6ce2\u52a8\u6027\u8c03\u6574\uff0c\u6bd4\u5982\u7528\u6700\u8fd120\u5929\u7684\u4ef7\u683c\u6807\u51c6\u5dee\u8ba1\u7b97\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e0a\u9650\uff1a\u5f53\u524d\u4ef7 \u00d7 (1 + k \u00d7 \u6807\u51c6\u5dee)\uff0ck\u53ef\u8bbe\u4e3a1\u3002<\/li>\n\n\n\n<li>\u4e0b\u9650\uff1a\u5f53\u524d\u4ef7 \u00d7 (1 &#8211; k \u00d7 \u6807\u51c6\u5dee\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>4. \u6267\u884c\u4ea4\u6613\uff1a<\/strong> \u5982\u679c\u5148\u89e6\u53ca\u6b62\u76c8\u7ebf\uff0c\u6807\u8bb0+1\uff08\u76c8\u5229\uff09\uff1b\u5148\u89e6\u53ca\u6b62\u635f\u7ebf\uff0c\u6807\u8bb0-1\uff08\u4e8f\u635f\uff09\uff1b\u65f6\u95f4\u5230\u6309\u6700\u7ec8\u4ef7\u5224\u65ad\u3002<\/p>\n\n\n\n<p>\u53c2\u6570\u9009\u62e9\u9700\u7075\u6d3b\uff0c\u77ed\u7ebf\u4ea4\u6613\u53ef\u8bbe\u6b62\u76c88%\u3001\u6b62\u635f5%\u30013\u5929\u5185\u5356\uff1b\u4e2d\u7ebf\u53ef\u653e\u5bbd\u523020%\u300110%\u300110\u5929\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>5. \u907f\u5f00\u8fd93\u4e2a\u5927\u5751\uff0c\u6548\u679c\u7ffb\u500d<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u522b\u5728\u66b4\u8dcc\u540e\u8865\u4ed3<\/strong>\uff1a\u5c4f\u969c\u89e6\u53d1\u8bf4\u660e\u5224\u65ad\u9519\u4e86\uff0c\u8865\u4ed3\u7b49\u4e8e\u9001\u94b1\u3002<\/li>\n\n\n\n<li><strong>\u62d2\u7edd\u201c\u624b\u52a8\u5e72\u9884\u201d<\/strong>\uff1a\u8bf4\u597d\u8dcc5%\u6b62\u635f\uff0c\u8dcc\u52304.9%\u65f6\u5343\u4e07\u522b\u624b\u8f6f\u3002<\/li>\n\n\n\n<li><strong>\u5b9a\u671f\u4f18\u5316\u53c2\u6570<\/strong>\uff1a\u6bcf\u5468\u56de\u6d4b\u4e00\u6b21\uff0c\u725b\u5e02\u8c03\u9ad8\u6b62\u76c8\uff0c\u718a\u5e02\u6536\u7d27\u6b62\u635f\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001\u4ee3\u7801\u5b9e\u73b0<\/strong><\/h2>\n\n\n\n<p>\u5728\u5b9e\u8df5\u4e2d\uff0c\u4e09\u91cd\u5c4f\u969c\u65b9\u6cd5\u901a\u5e38\u4e0ePython\u7b49\u7f16\u7a0b\u8bed\u8a00\u7ed3\u5408\u5b9e\u73b0\uff0c\u5c24\u5176\u662f\u5728\u5904\u7406\u9ad8\u9891\u6570\u636e\u65f6\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.1 \u57fa\u7840\u5165\u95e8\u7248<\/strong><\/h3>\n\n\n\n<p>\u5982\u679c\u4f60\u61c2\u70b9\u7f16\u7a0b\uff0c\u53ef\u4ee5\u7528Python\u5feb\u901f\u7b97\u51fa\u8fd9\u4e9b\u201c\u56f4\u680f\u201d\u3002\u4ee5\u4e0b\u662f\u7b80\u5316\u7248\u4ee3\u7801\uff0c\u9002\u5408A\u80a1\u6570\u636e\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import pandas as pd\nimport numpy as np\n\n# \u5047\u8bbe\u6709\u65e5\u7ebf\u6570\u636edf\uff0c\u5305\u542b'Close'\u5217\ndf = pd.DataFrame({'Close': &#91;100, 102, 105, 108, 112, 110, 108]})  # \u793a\u4f8b\u6570\u636e\n\n# \u8ba1\u7b97\u6bcf\u65e5\u56de\u62a5\u7387\ndf&#91;'returns'] = df&#91;'Close'].pct_change()\n\n# \u8ba1\u7b9720\u5929\u6eda\u52a8\u6807\u51c6\u5dee\uff08\u8fd9\u91cc\u7528\u5c11\u91cf\u6570\u636e\u6f14\u793a\uff09\ndf&#91;'std'] = df&#91;'returns'].rolling(window=3).std()  # \u5b9e\u9645\u752820\u5929\n\n# \u8bbe\u7f6ek=1\uff0c\u8ba1\u7b97\u4e0a\u3001\u4e0b\u9650\nk = 1\ndf&#91;'Upper_Barrier'] = df&#91;'Close'] * (1 + k * df&#91;'std'])\ndf&#91;'Lower_Barrier'] = df&#91;'Close'] * (1 - k * df&#91;'std'])\n\n# \u8bbe\u7f6e\u65f6\u95f4\u9650\u5236\uff0c\u6bd4\u59825\u5929\u540e\u9000\u51fa\uff08\u8fd9\u91cc\u7b80\u5316\uff0c\u5b9e\u9645\u7528\u65e5\u671f\uff09\ndf&#91;'Vertical_Barrier'] = df.index + pd.Timedelta(days=5)<\/code><\/pre>\n\n\n\n<p>\u4ee3\u7801\u91ca\u4e49\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5148\u7b97\u6bcf\u65e5\u56de\u62a5\u7387\uff0c\u53cd\u6620\u4ef7\u683c\u6ce2\u52a8\u3002<\/li>\n\n\n\n<li>\u752820\u5929\u6eda\u52a8\u6807\u51c6\u5dee\u8861\u91cf\u6ce2\u52a8\u6027\uff0ck=1\u653e\u5927\u6ce2\u52a8\u5f71\u54cd\u3002<\/li>\n\n\n\n<li>\u4e0a\u9650\u548c\u4e0b\u9650\u52a8\u6001\u8c03\u6574\uff0c\u65f6\u95f4\u9650\u5236\u786e\u4fdd\u4e0d\u65e0\u9650\u6301\u6709\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e2a\u4ee3\u7801\u9002\u5408\u91cf\u5316\u7b56\u7565\u5f00\u53d1\uff0c\u521d\u5b66\u8005\u53ef\u76f4\u63a5\u5957\u7528\uff0c\u9ad8\u7ea7\u7528\u6237\u7ee7\u7eed\u5f80\u4e0b\u770b\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.2 \u6df1\u5316\u5b9e\u73b0\u7248\u672c<\/strong><\/h3>\n\n\n\n<p>\u6211\u4eec\u5148\u6765\u901a\u8fc7\u8ba1\u7b97\u6ce2\u52a8\u7387\u548c\u79fb\u52a8\u5e73\u5747\u6807\u51c6\u5dee\uff0c\u52a8\u6001\u751f\u6210\u4e0a\u65b9\u5c4f\u969c\u548c\u4e0b\u65b9\u5c4f\u969c\uff0c\u5e76\u8bbe\u7f6e\u65f6\u95f4\u5c4f\u969c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>C = 1  # \u5e38\u6570\uff0c\u7528\u4e8e\u8c03\u6574\u5c4f\u969c\u7684\u5bbd\u5ea6\ndf_dollar_bars&#91;'Close_shift'] = df_dollar_bars.Close.shift(50)  # \u5c06\u6536\u76d8\u4ef7\u5411\u540e\u79fb\u52a850\u4e2a\u65f6\u95f4\u5355\u4f4d\uff0c\u7528\u4e8e\u8ba1\u7b97\u6ce2\u52a8\u7387\ndf_dollar_bars&#91;'Vertical_Barrier_TS'] = df_dollar_bars.START_TS.shift(-50)  # \u8bbe\u7f6e\u65f6\u95f4\u5c4f\u969c\uff0c\u5c06\u8d77\u59cb\u65f6\u95f4\u5411\u524d\u79fb\u52a850\u4e2a\u65f6\u95f4\u5355\u4f4d\ndf_dollar_bars&#91;'std'] = np.log(df_dollar_bars&#91;'Close'] \/ df_dollar_bars&#91;'Close_shift']).ewm(100, min_periods=100).std()  # \u8ba1\u7b97\u5bf9\u6570\u6536\u76ca\u7387\u7684\u6307\u6570\u52a0\u6743\u79fb\u52a8\u6807\u51c6\u5dee\uff08\u6ce2\u52a8\u7387\uff09\ndf_dollar_bars&#91;'Upper_Barrier'] = df_dollar_bars&#91;'Close'] * np.exp(C * df_dollar_bars&#91;'std'])  # \u8ba1\u7b97\u4e0a\u65b9\u5c4f\u969c\uff08\u76c8\u5229\u76ee\u6807\uff09\ndf_dollar_bars&#91;'Lower_Barrier'] = df_dollar_bars&#91;'Close'] * np.exp(-C * df_dollar_bars&#91;'std'])  # \u8ba1\u7b97\u4e0b\u65b9\u5c4f\u969c\uff08\u6b62\u635f\uff09<\/code><\/pre>\n\n\n\n<p>\u8fd9\u6bb5\u4ee3\u7801\u7684\u76ee\u7684\u662f\u4e3a\u7f8e\u5143\u67f1\u6dfb\u52a0<strong>\u4e0a\u65b9\u5c4f\u969c\uff08\u76c8\u5229\u76ee\u6807\uff09<\/strong>\u3001<strong>\u4e0b\u65b9\u5c4f\u969c\uff08\u6b62\u635f\uff09<strong>\u548c<\/strong>\u65f6\u95f4\u5c4f\u969c<\/strong>\u3002\u793a\u4f8b\u4ee3\u7801\u4e2d\u8fdb\u884c\u4e86\u9010\u884c\u89e3\u91ca\u3002<\/p>\n\n\n\n<p>\u4e0b\u662f\u4e00\u4e2a\u7b80\u5316\u7684\u8868\u683c\uff0c\u603b\u7ed3\u4e86\u4e09\u91cd\u5c4f\u969c\u65b9\u6cd5\u7684\u5173\u952e\u53c2\u6570\u548c\u5bf9\u5e94\u7684\u6807\u7b7e\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u53c2\u6570<\/th><th>\u63cf\u8ff0<\/th><th>\u53ef\u80fd\u503c\/\u793a\u4f8b<\/th><\/tr><\/thead><tbody><tr><td>\u4e0a\u5c4f\u969c\uff08Upper Barrier\uff09<\/td><td>\u6b62\u76c8\u6c34\u5e73\uff0c\u57fa\u4e8e\u521d\u59cb\u4ef7\u683c\u7684\u767e\u5206\u6bd4<\/td><td>1.05\uff085%\u4e0a\u6da8\uff09<\/td><\/tr><tr><td>\u4e0b\u5c4f\u969c\uff08Lower Barrier\uff09<\/td><td>\u6b62\u635f\u6c34\u5e73\uff0c\u57fa\u4e8e\u521d\u59cb\u4ef7\u683c\u7684\u767e\u5206\u6bd4<\/td><td>0.95\uff085%\u4e0b\u8dcc\uff09<\/td><\/tr><tr><td>\u5782\u76f4\u5c4f\u969c\uff08Vertical Barrier\uff09<\/td><td>\u65f6\u95f4\u6846\u67b6\uff0c\u57fa\u4e8e\u5e02\u573a\u6d3b\u52a8\u6216\u56fa\u5b9a\u65f6\u95f4\u6bb5<\/td><td>20\u4e2a\u65f6\u95f4\u5355\u4f4d<\/td><\/tr><tr><td>\u6807\u7b7e\uff08Label\uff09<\/td><td>\u6839\u636e\u9996\u5148\u89e6\u53ca\u7684\u5c4f\u969c\u786e\u5b9a<\/td><td>+1, -1, \u6216\u6839\u636e\u9000\u51fa\u4ef7\u683c<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u4e2a\u8868\u683c\u5e2e\u52a9\u7406\u89e3\u5982\u4f55\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u8bbe\u7f6e\u53c2\u6570\uff0c\u5e76\u751f\u6210\u9002\u5408\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u6807\u7b7e\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u6211\u4eec\u6839\u636e\u5c4f\u969c\u6761\u4ef6\u6807\u8bb0\u4ea4\u6613\u4e8b\u4ef6\uff08\u5e76\u751f\u6210\u6807\u7b7e\uff081 \u8868\u793a\u76c8\u5229\uff0c-1 \u8868\u793a\u4e8f\u635f\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/image-28.png\" alt=\"\" class=\"wp-image-4467\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/image-29.png\" alt=\"\" class=\"wp-image-4468\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/image-30.png\" alt=\"\" class=\"wp-image-4469\"\/><\/figure>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\nimport pandas as pd\n\ndef get_labels_optimized(df, dollar_bars, events):\n    \"\"\"\n    \u4f18\u5316\u540e\u7684\u51fd\u6570\uff1a\u6807\u8bb0\u4e8b\u4ef6\u5e76\u751f\u6210\u6807\u7b7e\n    \u53c2\u6570\uff1a\n        df: \u4ea4\u6613\u7ea7\u522b\u7684\u6570\u636e\uff0c\u5305\u542b\u4ef7\u683c\u548c\u65f6\u95f4\u6233\n        dollar_bars: \u7f8e\u5143\u67f1\u6570\u636e\uff0c\u5305\u542b\u4e0a\u65b9\u5c4f\u969c\u3001\u4e0b\u65b9\u5c4f\u969c\u548c\u65f6\u95f4\u5c4f\u969c\n        events: \u4e8b\u4ef6\u5217\u8868\uff0c\u8868\u793a\u9700\u8981\u6807\u8bb0\u7684\u65f6\u95f4\u70b9\n    \u8fd4\u56de\uff1a\n        labels: \u6807\u7b7e\u5217\u8868\uff0c1 \u8868\u793a\u76c8\u5229\uff0c-1 \u8868\u793a\u4e8f\u635f\uff0c0 \u8868\u793a\u672a\u89e6\u8fbe\u5c4f\u969c\n    \"\"\"\n    # \u3002\u3002\u3002\u7bc7\u5e45\u5173\u7cfb\uff0c\u8fd9\u4e0d\u662f\u5b8c\u6574\u7248\u672c\n\n# \u8c03\u7528\u51fd\u6570\u751f\u6210\u6807\u7b7e\nlabels = get_labels_optimized(df, df_dollar_bars, cusum_events)<\/code><\/pre>\n\n\n\n<p>\u5047\u8bbe\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>events = [t1, t2, t3]<\/code>&nbsp;\u662f\u4e09\u4e2a\u4e8b\u4ef6\u7684\u65f6\u95f4\u70b9\u3002<\/li>\n\n\n\n<li><code>first_barrier_touch_times = [t1_end, t2_end, t3_end]<\/code>&nbsp;\u662f\u6bcf\u4e2a\u4e8b\u4ef6\u89e6\u8fbe\u5c4f\u969c\u7684\u65f6\u95f4\u3002<\/li>\n\n\n\n<li>\u4ef7\u683c\u5728&nbsp;<code>t1<\/code>&nbsp;\u5230&nbsp;<code>t1_end<\/code>&nbsp;\u4e4b\u95f4\u4e0a\u5347\uff0c\u5219&nbsp;<code>labels[0] = 1<\/code>\u3002<\/li>\n\n\n\n<li>\u4ef7\u683c\u5728&nbsp;<code>t2<\/code>&nbsp;\u5230&nbsp;<code>t2_end<\/code>&nbsp;\u4e4b\u95f4\u4e0b\u964d\uff0c\u5219&nbsp;<code>labels[1] = -1<\/code>\u3002<\/li>\n\n\n\n<li>\u4ef7\u683c\u5728&nbsp;<code>t3<\/code>&nbsp;\u5230&nbsp;<code>t3_end<\/code>&nbsp;\u4e4b\u95f4\u672a\u89e6\u8fbe\u4efb\u4f55\u5c4f\u969c\uff0c\u5219&nbsp;<code>labels[2] = 0<\/code>\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.3<\/strong> <strong>\u8fdb\u4e00\u6b65\u4f18\u5316\u7a7a\u95f4<\/strong><\/h3>\n\n\n\n<p><strong>\u5411\u91cf\u5316\u64cd\u4f5c<\/strong>\uff1a\u5982\u679c\u6570\u636e\u91cf\u975e\u5e38\u5927\uff0c\u53ef\u4ee5\u5c06\u5faa\u73af\u90e8\u5206\u6539\u4e3a\u5411\u91cf\u5316\u64cd\u4f5c\uff0c\u8fdb\u4e00\u6b65\u63d0\u5347\u6027\u80fd\u3002<\/p>\n\n\n\n<p><strong>\u591a\u7ebf\u7a0b\u5904\u7406<\/strong>\uff1a\u5bf9\u4e8e\u8d85\u5927\u89c4\u6a21\u6570\u636e\uff0c\u53ef\u4ee5\u4f7f\u7528\u591a\u7ebf\u7a0b\u6216\u5206\u5e03\u5f0f\u8ba1\u7b97\u52a0\u901f\u5904\u7406\u3002<\/p>\n\n\n\n<p><strong>\u53ef\u89c6\u5316<\/strong>\uff1a\u589e\u52a0\u53ef\u89c6\u5316\u529f\u80fd\uff0c\u7ed8\u5236\u4ef7\u683c\u8d70\u52bf\u548c\u5c4f\u969c\u89e6\u8fbe\u60c5\u51b5\uff0c\u4fbf\u4e8e\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u540c\u65f6\u5f88\u591a\u7814\u7a76\u90fd\u8868\u660e\uff0c\u8be5\u65b9\u6cd5\u7279\u522b\u9002\u5408\u5904\u7406\u65e0\u6cd5\u5b8c\u5168\u52a0\u8f7d\u5230\u5185\u5b58\u4e2d\u7684\u5927\u578b\u6570\u636e\u96c6\u3002\u5728GitHub\u4e0a\u5b58\u5728\u591a\u4e2a\u5b9e\u73b0\uff0c\u4f8b\u5982\u4e0b\u9762\u8fd9\u4e2a\u5e93\u5c31\u63d0\u4f9b\u4e86\u589e\u5f3a\u529f\u80fd\uff0c\u5982\u591a\u5c4f\u969c\u6761\u4ef6\u548c\u4e2d\u5fc3\u5316\u80fd\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/image-31-1024x280.png\" alt=\"\" class=\"wp-image-4471\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2025\/03\/1741684747623.png\" alt=\"\" class=\"wp-image-4466\"\/><\/figure>\n\n\n\n<p>\u4e0e\u56fa\u5b9a\u65f6\u95f4\u8303\u56f4\u65b9\u6cd5\u76f8\u6bd4\uff0c\u4e09\u91cd\u5c4f\u969c\u65b9\u6cd5\u7684\u4e00\u4e2a\u4e3b\u8981\u4f18\u52bf\u662f\u5b83\u80fd\u591f\u52a8\u6001\u8c03\u6574\u5c4f\u969c\u4ee5\u53cd\u6620\u5e02\u573a\u6ce2\u52a8\u3002\u6b64\u5916\uff0c\u8be5\u65b9\u6cd5\u8fd8\u652f\u6301\u5143\u6807\u8bb0\uff08Meta-Labeling\uff09\uff0c\u7528\u4e8e\u5b66\u4e60\u6295\u6ce8\u89c4\u6a21\uff0c\u8fd9\u5728\u91cf\u5316\u4ea4\u6613\u4e2d\u5c24\u4e3a\u91cd\u8981\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">\u5c3d\u7ba1\u4e09\u91cd\u5c4f\u969c\u65b9\u6cd5\u5177\u6709\u8bb8\u591a\u4f18\u52bf\uff0c\u4f46\u4e5f\u5b58\u5728\u4e00\u4e9b\u6311\u6218\u3002\u4f8b\u5982\uff0c\u5728\u5904\u7406\u5927\u578b\u6570\u636e\u96c6\u65f6\uff0c\u8ba1\u7b97\u590d\u6742\u5ea6\u53ef\u80fd\u8f83\u9ad8\uff0c\u5c24\u5176\u662f\u5728\u65f6\u95f4\u6846\u67b6\u8f83\u957f\u7684\u60c5\u51b5\u4e0b\u3002<\/h4>\n\n\n\n<p>\u5c4f\u969c\u7684\u8bbe\u7f6e\u4e5f\u9700\u8981\u6839\u636e\u5177\u4f53\u5e02\u573a\u6761\u4ef6\u548c\u7b56\u7565\u76ee\u6807\u8fdb\u884c\u8c03\u6574\uff0c\u8fd9\u53ef\u80fd\u589e\u52a0\u53c2\u6570\u4f18\u5316\u7684\u590d\u6742\u6027\u3002\u7814\u7a76\u8fd8\u6307\u51fa\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u5782\u76f4\u5c4f\u969c\u7684\u6807\u8bb0\u903b\u8f91\u53ef\u80fd\u9700\u8981\u6839\u636e\u95ee\u9898\u7c7b\u578b\u9009\u62e9\u4e0d\u540c\u7684\u7b56\u7565\uff0c\u4f8b\u5982\u6807\u8bb0\u4e3a0\u6216\u6839\u636e\u56de\u62a5\u7b26\u53f7\u6807\u8bb0\uff0c\u8fd9\u53ef\u80fd\u5f15\u53d1\u4e89\u8bae\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>3.4  \u5b9e\u6218\u6e90\u4ee3\u7801\u4e0b\u8f7d<\/strong><\/h3>\n\n\n\n<p>\u4ee5\u4e0a\u7684\u6e90\u4ee3\u7801\u8bf7\u5728\u6211\u7684Google Colab\u4e2d\u7533\u8bf7\u4e0b\u8f7d\uff0c\u5185\u9644\u8be6\u7ec6\u7684\u4e2d\u6587\u4ee3\u7801\u6784\u5efa\u4e0e\u4e0a\u6587\u4e2d\u63d0\u5230\u7684GitHub\u5730\u5740\u3002<\/p>\n\n\n\n<p>\u5982\u89c9\u5f97\u5bf9\u60a8\u6709\u6240\u5e2e\u52a9\uff0c\u8bf7\u6211\u559d\u676f\u5496\u5561\u5c31\u597d\u3002<a href=\"https:\/\/colab.research.google.com\/drive\/1iQ_jlzzh0u8sf6H0K4UEO2xH6qtR6Io6?usp=sharing\">https:\/\/colab.research.google.com\/drive\/1iQ_jlzzh0u8sf6H0K4UEO2xH6qtR6Io6?usp=sharing<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u89c2\u70b9\u603b\u7ed3<\/strong><\/h2>\n\n\n\n<p>\u7efc\u4e0a\u6240\u8ff0\uff0c\u4e09\u91cd\u5c4f\u969c\u7b56\u7565\u901a\u8fc7\u201c\u6b62\u76c8\u7ebf\u3001\u6b62\u635f\u7ebf\u3001\u65f6\u95f4\u9650\u5236\u201d\u4e09\u4f4d\u4e00\u4f53\uff0c\u5e2e\u6563\u6237\u5efa\u7acb\u4ea4\u6613\u7eaa\u5f8b\uff0c\u544a\u522b\u76f2\u76ee\u64cd\u4f5c\u3002\u5b83\u9002\u5408\u9ad8\u9891\u4ea4\u6613\uff0c\u7814\u7a76\u8868\u660e\u6bd4\u4f20\u7edf\u65b9\u6cd5\u66f4\u8d34\u8fd1\u5e02\u573a\u52a8\u6001\uff0c\u5c3d\u7ba1\u5b58\u5728\u8ba1\u7b97\u590d\u6742\u6027\u548c\u53c2\u6570\u4f18\u5316\u7684\u6311\u6218\uff0c\u4f46\u901a\u8fc7\u9002\u5f53\u7684\u5b9e\u73b0\u548c\u4f18\u5316\uff0c\u8be5\u65b9\u6cd5\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f1a\u4e70\u4e0d\u5982\u4f1a\u5356\uff0c\u9000\u51fa\u7b56\u7565\u51b3\u5b9a\u76c8\u4e8f\u3002<\/li>\n\n\n\n<li>\u4e09\u9053\u9632\u7ebf\u9632\u4f4f\u4eba\u6027\u5f31\u70b9\uff1a\u8d2a\u5fc3\u3001\u4fa5\u5e78\u3001\u62d6\u5ef6\u3002<\/li>\n\n\n\n<li>A\u80a1\u53c2\u6570\u8981\u672c\u571f\u5316\uff0c\u77ed\u7ebf\u6b62\u76c8\u5efa\u8bae\u226410%\u3002<\/li>\n\n\n\n<li>\u5b81\u53ef\u5c11\u8d5a\u4e5f\u8981\u907f\u6df1\u5957\uff0c\u4fdd\u672c\u7b2c\u4e00\u4f4d\u3002<\/li>\n\n\n\n<li>\u7528\u6761\u4ef6\u5355\u5b9e\u73b0\u81ea\u52a8\u5316\uff0c\u624b\u52a8\u64cd\u4f5c\u8f93\u591a\u8d62\u5c11\u3002<\/li>\n<\/ul>\n\n\n\n<p><\/p>\n\n\n\n<p><em>\u611f\u8c22\u60a8\u9605\u8bfb\u5230\u6700\u540e\uff0c\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u4e3a\u60a8\u5e26\u6765\u4e86\u65b0\u7684\u542f\u53d1\u548c\u5b9e\u7528\u7684\u77e5\u8bc6\uff01\u5982\u679c\u89c9\u5f97\u6709\u5e2e\u52a9\uff0c\u8bf7\u4e0d\u541d\u70b9\u8d5e\u548c\u5206\u4eab\uff0c\u60a8\u7684\u652f\u6301\u662f\u6211\u6301\u7eed\u521b\u4f5c\u7684\u52a8\u529b\u3002\u795d\u60a8\u6295\u8d44\u987a\u5229\uff0c\u6536\u76ca\u957f\u8679\uff01\u5982\u679c\u5bf9\u6587\u4e2d\u5185\u5bb9\u6709\u4efb\u4f55\u7591\u95ee\uff0c\u6b22\u8fce\u7559\u8a00\uff0c\u6211\u4f1a\u5c3d\u5feb\u56de\u590d\uff01<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"has-text-align-center\" id=\"a1c6\">\u672c\u6587\u5185\u5bb9\u4ec5\u9650\u6280\u672f\u63a2\u8ba8\u548c\u5b66\u4e60\uff0c\u4e0d\u6784\u6210\u4efb\u4f55\u6295\u8d44\u5efa\u8bae\u3002<\/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:\/\/www.laoyulaoyu.com\/index.php\/2025\/03\/29\/%e6%88%91%e9%9d%a0%e8%bf%99%e4%b8%89%e9%81%93%e9%98%b2%e7%ba%bf%ef%bc%8c%e8%ba%b2%e8%bf%873%e6%ac%a1%e6%9a%b4%e8%b7%8c%ef%bc%81%e6%89%8b%e6%8a%8a%e6%89%8b%e6%95%99%e4%bd%a0%e7%a7%91%e5%ad%a6%e6%ad%a2\/\">Continue reading<span class=\"screen-reader-text\">\u6211\u9760\u8fd9\u4e09\u9053\u9632\u7ebf\uff0c\u8eb2\u8fc73\u6b21\u66b4\u8dcc\uff01\u624b\u628a\u624b\u6559\u4f60\u79d1\u5b66\u6b62\u76c8\u6b62\u635f<\/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":[3,4,5],"class_list":{"0":"post-2057","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"category-aiinvest","7":"tag-ai","10":"entry"},"_links":{"self":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2057","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/comments?post=2057"}],"version-history":[{"count":2,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2057\/revisions"}],"predecessor-version":[{"id":2059,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/2057\/revisions\/2059"}],"wp:attachment":[{"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=2057"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=2057"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=2057"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}