{"id":1506,"date":"2024-10-10T07:17:00","date_gmt":"2024-10-09T23:17:00","guid":{"rendered":"https:\/\/blog.laoyulaoyu.top\/?p=1506"},"modified":"2024-09-14T09:37:52","modified_gmt":"2024-09-14T01:37:52","slug":"%e5%9f%ba%e4%ba%8e%e7%bb%86%e9%a2%97%e7%b2%92%e5%ba%a6%e6%b3%a8%e6%84%8f%e5%8a%9b%ef%bc%8c%e5%b1%82%e6%ac%a1-transformer-%e5%9c%a8%e8%a1%a8%e6%a0%bc%e6%97%b6%e5%ba%8f%e7%9a%84%e5%ba%94%e7%94%a8","status":"publish","type":"post","link":"https:\/\/laoyulaoyu.com\/index.php\/2024\/10\/10\/%e5%9f%ba%e4%ba%8e%e7%bb%86%e9%a2%97%e7%b2%92%e5%ba%a6%e6%b3%a8%e6%84%8f%e5%8a%9b%ef%bc%8c%e5%b1%82%e6%ac%a1-transformer-%e5%9c%a8%e8%a1%a8%e6%a0%bc%e6%97%b6%e5%ba%8f%e7%9a%84%e5%ba%94%e7%94%a8\/","title":{"rendered":"\u57fa\u4e8e\u7ec6\u9897\u7c92\u5ea6\u6ce8\u610f\u529b\uff0c\u5c42\u6b21 Transformer \u5728\u8868\u683c\u65f6\u5e8f\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-159-1024x554.png\" alt=\"\" class=\"wp-image-2063\"\/><\/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\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5728\u591a\u4e2a\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u91cd\u8981\u6027\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u540d\u4e3a Fieldy \u7684\u65b0\u578b\u7ec6\u7c92\u5ea6\u5c42\u6b21\u5316\u6a21\u578b<\/mark>\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u5728\u884c\u548c\u5217\u7ea7\u522b\u4e0a\u5bf9\u5b57\u6bb5\u8fdb\u884c\u4e0a\u4e0b\u6587\u5316\uff0c\u4ee5\u6355\u6349\u5b57\u6bb5\u95f4\u7684\u590d\u6742\u5173\u7cfb\u3002\u901a\u8fc7\u4e0e\u73b0\u6709\u6700\u5148\u8fdb\u6a21\u578b\u5728\u56de\u5f52\u548c\u5206\u7c7b\u4efb\u52a1\u4e0a\u7684\u6bd4\u8f83\uff0c\u5c55\u793a\u4e86 Fieldy \u5728\u6027\u80fd\u4e0a\u7684\u63d0\u5347\u3002<\/pre>\n<\/blockquote>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u5f15\u8a00 (Introduction)<\/strong><\/h3>\n\n\n\n<p>\u987a\u5e8f\u8868\u683c\u6570\u636e\u5728\u5de5\u4e1a\u4e2d\u5e94\u7528\u5e7f\u6cdb\uff0c\u5982\u94f6\u884c\u6570\u636e\u5e93\u4e2d\u7684\u91d1\u878d\u4ea4\u6613\u8bb0\u5f55\u3001\u533b\u9662\u5b58\u50a8\u7684\u533b\u7597\u8bb0\u5f55\u6216 CRM \u7cfb\u7edf\u4e2d\u7684\u5ba2\u6237\u8d2d\u4e70\u5386\u53f2\u3002\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e0e\u4f20\u7edf\u591a\u53d8\u91cf\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5b58\u5728\u4e0d\u540c\u4e4b\u5904\uff0c\u7279\u522b\u662f\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e2d\u8bb0\u5f55\u8de8\u8d8a\u591a\u884c\u4e14\u5305\u542b\u65f6\u95f4\u76f8\u5173\u5b57\u6bb5\u3002\u6b64\u5916\uff0c\u6587\u7ae0\u8fd8\u6d89\u53ca\u4e86\u53d8\u6362\u5668\u67b6\u6784\u5728\u8868\u683c\u6570\u636e\u5904\u7406\u4e2d\u7684\u5e94\u7528\uff0c\u4ee5\u53ca\u8fd9\u4e9b\u67b6\u6784\u5982\u4f55\u901a\u8fc7\u6ce8\u610f\u529b\u673a\u5236\u5b66\u4e60\u65f6\u95f4\u6b65\u9aa4\u4e4b\u95f4\u7684\u5173\u7cfb\u6a21\u5f0f\uff0c\u4ece\u800c\u5728\u8868\u683c\u6570\u636e\u5efa\u6a21\u4e2d\u63d0\u53d6\u6709\u610f\u4e49\u7684\u6a21\u5f0f\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>\u6587\u7ae0\u9996\u5148\u5173\u6ce8\u6807\u51c6\u8868\u683c\u6570\u636e\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6cd5\uff0c\u7136\u540e\u8f6c\u5411\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u7684\u7279\u6b8a\u6848\u4f8b\u3002\u4ee5\u8868\u683c1\u4e3a\u4f8b\uff0c\u5c55\u793a\u4e86\u5982\u4f55\u5c06\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u89c6\u4e3a\u5177\u6709\u65f6\u95f4\u4f9d\u8d56\u6027\u7684\u8bb0\u5f55\u96c6\u5408\uff0c\u8fd9\u4e9b\u8bb0\u5f55\u53ef\u4ee5\u88ab\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4f5c\u4e3a\u8f93\u5165\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\/69f764e0b3cd79eace1f24f3bbdcf224.png\" alt=\"\" class=\"wp-image-2064\"\/><\/figure>\n\n\n\n<p>\u6587\u7ae0\u4e2d\u63d0\u5230\u4e86\u53d8\u6362\u5668\u6a21\u578b\u5728\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u5efa\u6a21\u4e2d\u7684\u5e94\u7528\u3002FT-Transformer \u6a21\u578b\u901a\u8fc7\u8ba1\u7b97\u884c\u5185\u5b57\u6bb5\u95f4\u7684\u6ce8\u610f\u529b\u6765\u5bf9\u6bcf\u884c\u8fdb\u884c\u7f16\u7801\u3002Tabbie \u6a21\u578b\u5219\u901a\u8fc7\u5e73\u5747\u884c\u548c\u5217\u7684\u8868\u793a\u6765\u7f16\u7801\u6bcf\u4e2a\u8868\u683c\u5b57\u6bb5\uff0c\u5f62\u6210\u4e0a\u4e0b\u6587\u5316\u7684\u5b57\u6bb5\u8868\u793a\u3002TabBERT \u6a21\u578b\u91c7\u7528\u4e24\u9636\u6bb5\u53d8\u6362\u5668\u67b6\u6784\uff0c\u9996\u5148\u5206\u522b\u7f16\u7801\u884c\u6216\u5217\uff0c\u7136\u540e\u5904\u7406\u8fd9\u4e9b\u7f16\u7801\u6765\u751f\u6210\u6574\u4e2a\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u7684\u8868\u793a\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\/852ad2507b61f97dc9f42350f5966d14.png\" alt=\"\" class=\"wp-image-2065\"\/><\/figure>\n\n\n\n<p>FT-Transformer \u6a21\u578b\u662f\u5355\u9636\u6bb5\u67b6\u6784\uff0c\u8bbe\u8ba1\u7528\u4e8e\u4f20\u7edf\u8868\u683c\u6570\u636e\u3002\u5b83\u901a\u8fc7\u8ba1\u7b97\u5355\u4e2a\u884c\u5185\u6240\u6709\u5b57\u6bb5\u95f4\u7684\u6ce8\u610f\u529b\u6765\u6355\u83b7\u5b57\u6bb5\u95f4\u7684\u5173\u7cfb\u3002Tabbie \u6a21\u578b\u4e5f\u662f\u5355\u9636\u6bb5\u67b6\u6784\uff0c\u4f46\u5b83\u901a\u8fc7\u884c\u548c\u5217\u7684\u4e0a\u4e0b\u6587\u6765\u7f16\u7801\u6bcf\u4e2a\u5b57\u6bb5\uff0c\u7136\u540e\u901a\u8fc7\u6700\u7ec8\u7684\u5168\u8fde\u63a5\u5c42\u5904\u7406\u6bcf\u884c\u3002TabBERT \u6a21\u578b\u662f\u4e24\u9636\u6bb5\u67b6\u6784\uff0c\u53ef\u4ee5\u662f\u884c\u57fa\u6216\u5217\u57fa\uff0c\u5206\u522b\u5728\u7b2c\u4e00\u9636\u6bb5\u7f16\u7801\u884c\u6216\u5217\uff0c\u7136\u540e\u5728\u7b2c\u4e8c\u9636\u6bb5\u5904\u7406\u7f16\u7801\u540e\u7684\u884c\u6216\u5217\u4ee5\u751f\u6210\u6574\u4e2a\u5e8f\u5217\u7684\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u6587\u7ae0\u8fd8\u6307\u51fa\u4e86\u73b0\u6709\u5c42\u6b21\u5316\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u5373\u5b83\u4eec\u65e0\u6cd5\u540c\u65f6\u6355\u83b7\u884c\u548c\u5217\u7684\u7ef4\u5ea6\u4fe1\u606f\u3002Fieldy \u6a21\u578b\u901a\u8fc7\u5728\u7b2c\u4e00\u9636\u6bb5\u7ed3\u5408\u884c\u548c\u5217\u53d8\u6362\u5668\u6765\u5b66\u4e60\u5b57\u6bb5\u8868\u793a\uff0c\u65e8\u5728\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002Fieldy \u6a21\u578b\u5728\u7b2c\u4e8c\u9636\u6bb5\u901a\u8fc7\u6700\u7ec8\u53d8\u6362\u5668\u5904\u7406\u6574\u4e2a\u8868\u683c\u65f6\u95f4\u5e8f\u5217\uff0c\u4ee5\u6355\u83b7\u8de8\u884c\u548c\u5217\u7684\u5b57\u6bb5\u95f4\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u6587\u7ae0\u8fd8\u8ba8\u8bba\u4e86\u5982\u4f55\u5c06 Fieldy \u6a21\u578b\u4e0e\u73b0\u6709\u6587\u732e\u4e2d\u7684\u884c\u57fa\u548c\u5217\u57fa\u5c42\u6b21\u5316\u53d8\u6362\u5668\u8fdb\u884c\u6bd4\u8f83\uff0c\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u5f15\u5165\u4f4d\u7f6e\u5d4c\u5165\u6765\u7f16\u7801\u8868\u683c\u7ed3\u6784\uff0c\u4ee5\u4fbf\u5728\u6a21\u578b\u4e2d\u4fdd\u7559\u884c\u548c\u5217\u7684\u987a\u5e8f\u4fe1\u606f\u3002\u8fd9\u4e9b\u4f4d\u7f6e\u5d4c\u5165\u5bf9\u4e8e Fieldy \u6a21\u578b\u5c24\u4e3a\u91cd\u8981\uff0c\u56e0\u4e3a\u5b83\u4e0d\u50cf\u884c\u57fa\u6216\u5217\u57fa\u6a21\u578b\u90a3\u6837\u9ed8\u8ba4\u5305\u542b\u8868\u683c\u7ed3\u6784\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/www.laoyulaoyu.com\/wp-content\/uploads\/2024\/09\/c83a64d4903db4bcd7857f477a181c91-1024x554.png\" alt=\"\" class=\"wp-image-2066\" style=\"width:645px;height:auto\"\/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><br><strong>3. \u65b9\u6cd5\u8bba (Methodology)<\/strong><\/h3>\n\n\n\n<p>\u672c\u7ae0\u6df1\u5165\u63a2\u8ba8\u4e86\u73b0\u6709\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u5efa\u6a21\u65b9\u6cd5\u7684\u5c40\u9650\u6027\uff0c\u5e76\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u5c42\u6b21\u5316\u65b9\u6cd5\uff0c\u5373 Fieldy \u6a21\u578b\uff0c\u4ee5\u89e3\u51b3\u8fd9\u4e9b\u9650\u5236\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5206\u6790\u4e86\u73b0\u6709\u5c42\u6b21\u5316\u6a21\u578b\uff0c\u5982 FT-Transformer \u548c Tabbie\uff0c\u4ee5\u53ca\u5b83\u4eec\u5728\u5904\u7406\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u65f6\u7684\u4e0d\u8db3\u3002FT-Transformer \u901a\u8fc7\u5c06\u8f93\u5165\u5e8f\u5217\u5c55\u5e73\u4e3a\u4e00\u884c\uff0c\u7136\u540e\u8ba1\u7b97\u6240\u6709\u5b57\u6bb5\u95f4\u7684\u6ce8\u610f\u529b\uff0c\u5ffd\u7565\u4e86\u8868\u683c\u7ed3\u6784\u3002Tabbie \u5219\u901a\u8fc7\u884c\u548c\u5217\u7684\u4e0a\u4e0b\u6587\u6765\u7f16\u7801\u6bcf\u4e2a\u5b57\u6bb5\uff0c\u4f46\u7f3a\u4e4f\u7b2c\u4e8c\u9636\u6bb5\u6765\u5173\u8054\u6240\u6709\u5b57\u6bb5\u3002<\/p>\n\n\n\n<p>Fieldy \u6a21\u578b\u91c7\u7528\u4e24\u9636\u6bb5\u67b6\u6784\u3002\u5728\u7b2c\u4e00\u9636\u6bb5\uff0c\u4f7f\u7528\u4e24\u4e2a\u5e76\u884c\u7684 Field \u53d8\u6362\u5668\uff0c\u4e00\u4e2a\u8d1f\u8d23\u6309\u884c\u4e0a\u4e0b\u6587\u5316\u6bcf\u4e2a\u5b57\u6bb5\uff0c\u53e6\u4e00\u4e2a\u8d1f\u8d23\u6309\u5217\u4e0a\u4e0b\u6587\u5316\u6bcf\u4e2a\u5b57\u6bb5\u3002\u8fd9\u6837\uff0c\u53ef\u4ee5\u540c\u65f6\u6355\u83b7\u884c\u5185\u548c\u5217\u5185\u7684\u4ea4\u4e92\u3002\u7f16\u7801\u540e\u7684\u884c\u548c\u5217\u88ab\u8fde\u63a5\u8d77\u6765\uff0c\u5f62\u6210\u5b57\u6bb5\u8868\u793a\uff0c\u7136\u540e\u901a\u8fc7\u4e00\u4e2a\u5168\u8fde\u63a5\u5c42\uff0c\u4e3a\u7b2c\u4e8c\u9636\u6bb5\u751f\u6210\u4e30\u5bcc\u7684\u8868\u793a\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e8c\u9636\u6bb5\u7684\u6700\u7ec8\u53d8\u6362\u5668\u5904\u7406\u6240\u6709\u5b57\u6bb5\u8868\u793a\uff0c\u4ee5\u751f\u6210\u6574\u4e2a\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u7684\u6700\u7ec8\u7f16\u7801\u3002\u8fd9\u6837\uff0cFieldy \u80fd\u591f\u5728\u4e0d\u540c\u884c\u548c\u5217\u4e4b\u95f4\u6355\u83b7\u7ec6\u7c92\u5ea6\u7684\u5b57\u6bb5\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u4f7f Fieldy \u6a21\u578b\u80fd\u591f\u7406\u89e3\u8868\u683c\u7ed3\u6784\uff0c\u5f15\u5165\u4e86\u884c\u4f4d\u7f6e\u548c\u5217\u7d22\u5f15\u7684\u4f4d\u7f6e\u5d4c\u5165\u3002\u5728\u5c06\u4e0a\u4e0b\u6587\u5316\u7684\u5b57\u6bb5\u4f20\u9012\u7ed9\u6700\u7ec8\u53d8\u6362\u5668\u4e4b\u524d\uff0c\u5c06\u8fd9\u4e9b\u4f4d\u7f6e\u5d4c\u5165\u6dfb\u52a0\u5230\u6bcf\u4e2a\u5b57\u6bb5\u4e2d\u3002\u8fd9\u4f7f\u5f97\u6700\u7ec8\u53d8\u6362\u5668\u80fd\u591f\u4e86\u89e3\u6bcf\u4e2a\u5b57\u6bb5\u5728\u539f\u59cb\u884c\u548c\u5217\u4e2d\u7684\u4f4d\u7f6e\u3002<\/p>\n\n\n\n<p>\u6b64\u5916\uff0c\u4e3a\u4e86\u786e\u4fdd\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u516c\u5e73\u6bd4\u8f83\uff0c\u8fd8\u5728\u6240\u6709\u5176\u4ed6\u6a21\u578b\u4e2d\u5f15\u5165\u4e86\u884c\u4f4d\u7f6e\u548c\u5217\u7d22\u5f15\u5d4c\u5165\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0cFieldy \u6a21\u578b\u80fd\u591f\u5728\u4e0d\u589e\u52a0\u6a21\u578b\u5927\u5c0f\u7684\u60c5\u51b5\u4e0b\uff0c\u901a\u8fc7\u7ec6\u7c92\u5ea6\u7684\u6ce8\u610f\u529b\u673a\u5236\u6355\u83b7\u8de8\u884c\u548c\u5217\u7684\u5b57\u6bb5\u5173\u7cfb\u3002<\/p>\n\n\n\n<p>\u6700\u540e\uff0c\u7b2c3\u7ae0\u8fd8\u8ba8\u8bba\u4e86 Fieldy \u6a21\u578b\u76f8\u5bf9\u4e8e\u5176\u4ed6\u5c42\u6b21\u5316\u6a21\u578b\u7684\u8ba1\u7b97\u590d\u6742\u6027\u3002\u867d\u7136 Fieldy \u6a21\u578b\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u65f6\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u8d44\u6e90\uff0c\u4f46\u53ef\u4ee5\u901a\u8fc7\u91c7\u7528\u8fd1\u7ebf\u6027\u65f6\u95f4\u6ce8\u610f\u529b\u6280\u672f\u6765\u63d0\u9ad8\u6548\u7387\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>4. \u8bc4\u4f30 (Evaluation)<\/strong><\/h3>\n\n\n\n<p>\u672c\u7ae0\u805a\u7126\u4e8e\u5bf9\u63d0\u51fa\u7684 Fieldy \u6a21\u578b\u53ca\u5176\u4ed6\u53d8\u6362\u5668\u67b6\u6784\u5728\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u4e0a\u7684\u6027\u80fd\u8bc4\u4f30\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.1 \u6570\u636e\u96c6 (Datasets)<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6c61\u67d3\u6570\u636e\u96c6 (Pollution)<\/strong>: \u7528\u4e8e\u56de\u5f52\u4efb\u52a1\uff0c\u57fa\u4e8e\u5317\u4eac\u7684\u7a7a\u6c14\u6c61\u67d3\u6570\u636e\uff0c\u9884\u6d4b\u57fa\u4e8e\u5c0f\u65f6\u7ea7\u6d4b\u91cf\u7684 PM2.5 \u548c PM10 \u6d53\u5ea6\u3002\u6570\u636e\u96c6\u5305\u62ec\u6e29\u5ea6\u3001\u538b\u529b\u7b4910\u4e2a\u7279\u5f81\uff0c\u7ecf\u8fc7\u91cf\u5316\u5904\u7406\uff0c\u5e76\u6dfb\u52a0\u4e86\u6d4b\u91cf\u7ad9\u70b9\u540d\u79f0\u3001\u5c0f\u65f6\u3001\u65e5\u671f\u7b49\u989d\u5916\u7279\u5f81\u3002<\/li>\n\n\n\n<li><strong>\u8d37\u6b3e\u8fdd\u7ea6\u6570\u636e\u96c6 (Loan default)<\/strong>: \u7528\u4e8e\u5206\u7c7b\u4efb\u52a1\uff0c\u5305\u542b\u6377\u514b\u94f6\u884c\u7684\u4ea4\u6613\u8bb0\u5f55\uff0c\u76ee\u6807\u662f\u9884\u6d4b\u5ba2\u6237\u662f\u5426\u4f1a\u8fdd\u7ea6\u3002\u6570\u636e\u96c6\u7ecf\u8fc7\u9884\u5904\u7406\uff0c\u5305\u62ec\u7279\u5f81\u91cf\u5316\u548c\u65f6\u95f4\u6233\u5206\u5272\uff0c\u5e76\u5f15\u5165\u4e86\u5de5\u4f5c\u65e5\u7279\u5f81\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.2 \u6a21\u578b (Models)<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u67b6\u6784 (Architectures)<\/strong>: \u6bd4\u8f83\u4e86\u4e09\u79cd\u5c42\u6b21\u5316\u53d8\u6362\u5668\u6a21\u578b\uff1a\u57fa\u4e8e\u884c\u7684 TabBERT\u3001\u57fa\u4e8e\u5217\u7684 TabBERT \u548c\u63d0\u51fa\u7684 Fieldy \u6a21\u578b\u3002\u4e3a\u4e86\u516c\u5e73\u6bd4\u8f83\uff0c\u6240\u6709\u6a21\u578b\u7684\u53c2\u6570\u6570\u91cf\u4fdd\u6301\u4e00\u81f4\uff0cFieldy \u6a21\u578b\u901a\u8fc7\u51cf\u5c11\u5176\u7b2c\u4e00\u9636\u6bb5\u7684\u5c42\u6570\u6765\u5339\u914d\u53c2\u6570\u91cf\u3002<\/li>\n\n\n\n<li><strong>\u57fa\u7ebf\u6a21\u578b (Baselines)<\/strong>: \u5305\u62ec\u5355\u9636\u6bb5\u7684 FT-Transformer \u548c Tabbie\uff0c\u4ee5\u53ca\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b XGBoost \u548c\u7ebf\u6027\u6a21\u578b\uff0c\u4f5c\u4e3a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5bf9\u6bd4\u3002<\/li>\n\n\n\n<li><strong>\u6bd4\u8f83\u6027 (Comparability)\uff1a<\/strong>\u5b9e\u73b0\u4e86\u7edf\u4e00\u7684\u9884\u8bad\u7ec3\u548c\u5fae\u8c03\u7b56\u7565\uff0c\u4f7f\u7528\u4e86\u4e00\u4e2a\u7b80\u5355\u7684\u5b57\u6bb5\u63a9\u853d\u9884\u8bad\u7ec3\u4efb\u52a1\uff0c\u5e76\u5728\u5fae\u8c03\u9636\u6bb5\u91c7\u7528\u4e86\u6807\u51c6\u6280\u672f\uff0c\u786e\u4fdd\u6240\u6709\u6a21\u578b\u5728\u76f8\u540c\u6761\u4ef6\u4e0b\u8fdb\u884c\u8bc4\u4f30\u3002<\/li>\n<\/ul>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>4.3 \u7ed3\u679c (Results)<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u6c61\u67d3\u6570\u636e\u96c6\u4e0a\uff0cFieldy \u6a21\u578b\u663e\u8457\u964d\u4f4e\u4e86\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE\uff09\uff0c\u663e\u793a\u51fa\u5176\u65b9\u6cd5\u7684\u6709\u6548\u6027\u3002<\/li>\n\n\n\n<li>\u5728\u8d37\u6b3e\u8fdd\u7ea6\u9884\u6d4b\u4efb\u52a1\u4e0a\uff0c\u867d\u7136\u6027\u80fd\u63d0\u5347\u4e0d\u660e\u663e\uff0c\u4f46\u6240\u6709\u53d8\u6362\u5668\u6a21\u578b\u5747\u4f18\u4e8e\u4f20\u7edf\u57fa\u7ebf\u6a21\u578b\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\/ec13122b3353336e352780b769712287.png\" alt=\"\" class=\"wp-image-2067\"\/><\/figure>\n\n\n\n<h4 class=\"wp-block-heading\"><br><strong>4.4 \u6d88\u878d\u7814\u7a76 (Ablation Study)<\/strong><\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5206\u6790\u4e86\u6a21\u578b\u4e0d\u540c\u9636\u6bb5\u7684\u5bb9\u91cf\u5206\u914d\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u53d1\u73b0\u5f53\u7b2c\u4e00\u9636\u6bb5\uff08\u5b57\u6bb5\u53d8\u6362\u5668\uff09\u5177\u6709\u66f4\u591a\u5bb9\u91cf\u65f6\uff0c\u6a21\u578b\u6027\u80fd\u66f4\u4f73\u3002<\/li>\n\n\n\n<li>\u63a2\u8ba8\u4e86\u4f4d\u7f6e\u5d4c\u5165\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd\uff0c\u53d1\u73b0\u5bf9\u4e8e\u5927\u591a\u6570\u6a21\u578b\u6765\u8bf4\uff0c\u660e\u786e\u63d0\u4f9b\u8868\u683c\u7ed3\u6784\u4fe1\u606f\uff08\u5982\u884c\u4f4d\u7f6e\u548c\u5217\u7d22\u5f15\uff09\u662f\u6709\u76ca\u7684\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\/9a2995e90451dfb47e58ed0322b5d7c7-729x1024.png\" alt=\"\" class=\"wp-image-2068\"\/><\/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\u6307\u51fa Fieldy \u6a21\u578b\u5728\u8868\u683c\u65f6\u95f4\u5e8f\u5217\u4efb\u52a1\u4e2d\u901a\u8fc7\u7ec6\u7c92\u5ea6\u7684\u6ce8\u610f\u529b\u673a\u5236\u6355\u83b7\u8de8\u884c\u548c\u5217\u7684\u5b57\u6bb5\u5173\u7cfb\uff0c\u4ece\u800c\u5b9e\u73b0\u4e86\u6027\u80fd\u4e0a\u7684\u63d0\u5347\u3002\u540c\u65f6\uff0c\u7ae0\u8282\u63d0\u51fa\u4e86\u672a\u6765\u5de5\u4f5c\u7684\u65b9\u5411\uff0c\u5305\u62ec\u8003\u8651\u8ba1\u7b97\u6210\u672c\u3001\u5728\u66f4\u591a\u6837\u5316\u7684\u6570\u636e\u96c6\u4e0a\u8bc4\u4f30\u6a21\u578b\u4ee5\u53ca\u63a2\u7d22\u4e0e\u4f20\u7edf\u65f6\u95f4\u5e8f\u5217\u9884\u5904\u7406\u6280\u672f\u7ed3\u5408\u7684\u53ef\u80fd\u6027\uff0c\u4e3a\u540e\u7eed\u7814\u7a76\u63d0\u4f9b\u4e86\u65b0\u7684\u601d\u8def\u548c\u6539\u8fdb\u7a7a\u95f4\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\/c02a2c579d7181fa426d9983ede7e205.png\" alt=\"\" class=\"wp-image-2069\"\/><\/figure>\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 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\/10\/%e5%9f%ba%e4%ba%8e%e7%bb%86%e9%a2%97%e7%b2%92%e5%ba%a6%e6%b3%a8%e6%84%8f%e5%8a%9b%ef%bc%8c%e5%b1%82%e6%ac%a1-transformer-%e5%9c%a8%e8%a1%a8%e6%a0%bc%e6%97%b6%e5%ba%8f%e7%9a%84%e5%ba%94%e7%94%a8\/\">Continue reading<span class=\"screen-reader-text\">\u57fa\u4e8e\u7ec6\u9897\u7c92\u5ea6\u6ce8\u610f\u529b\uff0c\u5c42\u6b21 Transformer \u5728\u8868\u683c\u65f6\u5e8f\u7684\u5e94\u7528<\/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],"class_list":["post-1506","post","type-post","status-publish","format-standard","hentry","category-aiinvest","tag-ai","entry"],"_links":{"self":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1506","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=1506"}],"version-history":[{"count":1,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1506\/revisions"}],"predecessor-version":[{"id":1507,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/posts\/1506\/revisions\/1507"}],"wp:attachment":[{"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/media?parent=1506"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/categories?post=1506"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/laoyulaoyu.com\/index.php\/wp-json\/wp\/v2\/tags?post=1506"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}