{"id":728,"date":"2024-07-15T14:22:03","date_gmt":"2024-07-15T06:22:03","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=728"},"modified":"2024-07-25T15:16:12","modified_gmt":"2024-07-25T07:16:12","slug":"202407-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb%e6%b1%87%e6%8a%a5-23%e7%ba%a7%e8%92%8b%e5%a5%95%e6%89%ac-generative-causal-interpretation-model-for-spatio-temporal-representation-learning","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202407-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb%e6%b1%87%e6%8a%a5-23%e7%ba%a7%e8%92%8b%e5%a5%95%e6%89%ac-generative-causal-interpretation-model-for-spatio-temporal-representation-learning\/","title":{"rendered":"202407 \u8bba\u6587\u7814\u8bfb&#8211;Generative Causal Interpretation Model for Spatio-Temporal Representation Learning"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1aYu Zhao,Pan Deng,Junting Liu,Xiaofeng Jia,Jianwei Zhang<br>\u5355\u4f4d\uff1a\u5317\u4eac\u822a\u7a7a\u822a\u5929\u5927\u5b66\uff0c\u5317\u4eac\u5927\u6570\u636e\u4e2d\u5fc3\uff0c\u5f00\u666e\u4fe1\u606f\u80a1\u4efd\u6709\u9650\u516c\u53f8<br>\u6765\u6e90\uff1aKDD \u201923<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e00\u3001\u7814\u7a76\u80cc\u666f\u4e0e\u610f\u4e49<\/h2>\n\n\n\n<p>\u73b0\u5b9e\u4e16\u754c\u4e2d\u7684\u590d\u6742\u7cfb\u7edf\uff0c\u5982\u4ea4\u901a\u7cfb\u7edf\u3001\u5927\u8111\u3001\u751f\u6001\u7cfb\u7edf\u3001\u793e\u4f1a\u7f51\u7edc\u7b49\uff0c\u652f\u6491\u7740\u6211\u4eec\u7406\u89e3\u548c\u5206\u6790\u81ea\u7136\u884c\u4e3a\u7684\u80fd\u529b\u3002\u65f6\u7a7a\u6570\u636e\u4f5c\u4e3a\u4e3b\u8981\u8868\u73b0\u5f62\u5f0f\uff0c\u53cd\u6620\u4e86\u590d\u6742\u7cfb\u7edf\u7684\u6f14\u5316\u8fc7\u7a0b\u3002\u4ece\u53ef\u89c2\u6d4b\u7684\u65f6\u7a7a\u6570\u636e\u4e2d\u6316\u6398\u9690\u542b\u7684\u8fde\u7eed\u65f6\u95f4\u52a8\u529b\u5b66\u662f\u7406\u89e3\u3001\u9884\u6d4b\u548c\u63a7\u5236\u81ea\u7136\u754c\u4e2d\u590d\u6742\u7cfb\u7edf\u7684\u91cd\u8981\u65b9\u6cd5\uff0c\u79f0\u4e3a\u65f6\u7a7a\u8868\u5f81\u5b66\u4e60\u3002\u5b83\u5728\u65f6\u7a7a\u5e8f\u5217\u9884\u6d4b\u3001\u5f02\u5e38\u68c0\u6d4b\u548c\u89c6\u9891\u5206\u6790\u7b49\u591a\u4e2a\u4efb\u52a1\u4e2d\u5f97\u5230\u4e86\u5e7f\u6cdb\u7684\u7814\u7a76\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"496\" height=\"326\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-28.png\" alt=\"\" class=\"wp-image-740\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-28.png 496w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-28-300x197.png 300w\" sizes=\"auto, (max-width: 496px) 100vw, 496px\" \/><\/figure>\n\n\n\n<p>(a):\u590d\u6742\u7cfb\u7edf\u53ef\u4ee5\u81ea\u7136\u5730\u8868\u793a\u4e3a\u65f6\u7a7a\u56fe\u7f51\u7edc\uff0c\u5176\u4e2d\u7a7a\u95f4\u8282\u70b9\u8868\u793a\u5bf9\u8c61\u6216\u5b50\u7cfb\u7edf\uff0c\u8282\u70b9\u5c5e\u6027\u8868\u793a\u65f6\u95f4\u6f14\u5316\u8fc7\u7a0b\uff0c\u800c\u94fe\u63a5\u8868\u793a\u5b83\u4eec\u7684\u76f8\u4e92\u4f5c\u7528\u3002<br>(b):\u533b\u9662\u5468\u8fb9\u7684\u4ea4\u901a\u9700\u6c42\u53d7\u5230\u5730\u94c1\u7ad9\u548c\u4e3b\u8981\u9053\u8def\u7684\u5f71\u54cd\u3002<br>(c):\u5317\u4eac\u5e02\u4eba\u6c11\u533b\u9662\u5468\u8fb9\u4ea4\u901a\u9700\u6c42\u7684\u89c2\u5bdf\u663e\u793a\uff0c\u65e9\u3001\u4e2d\u3001\u665a\u9ad8\u5cf0\u65f6\u6bb5\u660e\u663e\u3002<br>\u5982\u56fe\u4e2d\u7684\u4f8b\u5b50\u6240\u793a\uff0c\u5728\u5fae\u89c2\u56e0\u679c\u63cf\u8ff0\u7b26\u7684\u5c42\u9762\u8fdb\u4e00\u6b65\u5206\u89e3\u533b\u9662\u7684\u4ea4\u901a\u9700\u6c42\uff0c\u53ef\u4ee5\u53d1\u73b0\u65e9\u665a\u9ad8\u5cf0\u65f6\u6bb5\u4ee5\u8fc7\u5f80\u8f66\u6d41\u4e3a\u4e3b\uff0c\u800c\u4e2d\u5348\u9ad8\u5cf0\u65f6\u6bb5\u5219\u7531\u533b\u9662\u672c\u8eab\u7684\u5438\u5f15\u529b\u51b3\u5b9a\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001\u4e3b\u8981\u8d21\u732e<\/h2>\n\n\n\n<p>\u2022\u672c\u6587\u5bf9\u590d\u6742\u7cfb\u7edf\u7684\u56e0\u679c\u5173\u7cfb\u8fdb\u884c\u4e86\u81ea\u4e0a\u800c\u4e0b\u7684\u5206\u6790\uff0c\u63ed\u793a\u4e86\u89c2\u6d4b\u5728\u5fae\u89c2\u5c42\u9762\u4e0a\u7684\u751f\u6210\u539f\u7406\uff0c\u5e76\u7cfb\u7edf\u5730\u5b9a\u4e49\u4e86\u7531\u975e\u5e73\u7a33\u5916\u751f\u56e0\u7d20\u8c03\u5236\u7684\u56e0\u679c\u63cf\u8ff0\u7b26\u7684\u65f6\u7a7a\u8f6c\u6362\u8fc7\u7a0b\u3002<br>\u2022\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u7406\u8bba\u57fa\u7840\u4e0a\u7684\u751f\u6210\u6027\u56e0\u679c\u89e3\u91ca\u6a21\u578b\uff0c\u8be5\u6a21\u578b\u901a\u8fc7\u65f6\u7a7a\u56e0\u679c\u8868\u5f81\u4ece\u89c2\u6d4b\u6570\u636e\u548c\u5f52\u7eb3\u504f\u5dee\u4e2d\u63a8\u65ad\u51fa\u5177\u6709\u89e3\u91ca\u80fd\u529b\u7684\u5fae\u89c2\u56e0\u679c\u63cf\u8ff0\u7b26\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001\u6a21\u578b\u4e0e\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"970\" height=\"478\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-29.png\" alt=\"\" class=\"wp-image-741\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-29.png 970w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-29-300x148.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-29-768x378.png 768w\" sizes=\"auto, (max-width: 970px) 100vw, 970px\" 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class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"391\" height=\"52\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-31.png\" alt=\"\" class=\"wp-image-748\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-31.png 391w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-31-300x40.png 300w\" sizes=\"auto, (max-width: 391px) 100vw, 391px\" 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Softmax\u6765\u786e\u4fddG\ud835\udc56\ud835\udc5b\ud835\udc61\ud835\udc5f\ud835\udc4e\u548cG\ud835\udc56\ud835\udc5b\ud835\udc61\ud835\udc52\ud835\udc5f(\ud835\udc56)\u662f\u53ef\u4ee5\u53cd\u5411\u4f20\u64ad\u7684\u79bb\u6563\u5206\u5e03\u7684\u6837\u672c\u3002\u90bb\u63a5\u5173\u7cfb\ud835\udc48(\ud835\udc56)\u4f5c\u4e3a\u8282\u70b9\u95f4\u56e0\u679c\u5173\u7cfb\u7684\u5f52\u7eb3\u504f\u5dee\uff0c\u5c06\u53c2\u6570\u77e9\u9635G(\ud835\udc56\ud835\udc5b\ud835\udc61\ud835\udc52\ud835\udc5f(\ud835\udc56)\u4eceO(\ud835\udc41\ud835\udc3e2)\u538b\u7f29\u5230O(|\ud835\udc48(\ud835\udc56)|\ud835\udc3e2)\uff0c\u5176\u4e2d\ud835\udc48(\ud835\udc56)\u226a\ud835\udc41\uff0c\u5927\u5927\u51cf\u5c11\u4e86\u53ef\u5b66\u4e60\u53c2\u6570\uff0c\u63d0\u9ad8\u4e86\u53ef\u8bc6\u522b\u6027\u3002<\/p>\n\n\n\n<p>\u6839\u636e\u56e0\u679c\u63cf\u8ff0\u7b26\u7684\u6761\u4ef6\u65e0\u5173\u6027\uff0c\u901a\u8fc7\u6761\u4ef6\u7b97\u5b50\ud835\udc58\u5c06\u65f6\u7a7a\u56e0\u679c\u7ed3\u6784\u5f97\u5230\u7684\u6bcd\u53d8\u91cf\u8f6c\u5316\u4e3a\u8f6c\u79fb\u51fd\u6570\u7684\u6761\u4ef6\u53c2\u6570\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"405\" height=\"48\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-32.png\" alt=\"\" class=\"wp-image-751\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-32.png 405w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-32-300x36.png 300w\" sizes=\"auto, (max-width: 405px) 100vw, 405px\" \/><\/figure>\n\n\n\n<p><strong>4\u3001\u56e0\u679c\u89e3\u91ca\u6a21\u5757<\/strong><\/p>\n\n\n\n<p>\u4ee5\u5f80\u7684\u57fa\u4e8e\u53d8\u5206\u81ea\u52a8\u7f16\u7801\u5668\uff08VAE\uff09\u7684\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\u4f7f\u7528\u6807\u51c6\u7684\u591a\u53d8\u91cf\u9ad8\u65af\u5148\u9a8c\u5bf9\u6f5c\u5728\u53d8\u91cf\u7684\u540e\u9a8c\u8fdb\u884c\u6b63\u5219\u5316\uff0c\u8fd9\u6781\u5927\u5730\u9650\u5236\u4e86\u6a21\u578b\u7684\u8868\u8fbe\u80fd\u529b\u3002\u4e3a\u6b64\uff0c\u672c\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u56e0\u679c\u89e3\u91ca\u6a21\u5757\uff0c\u5b83\u7684\u76ee\u7684\u662f\u57fa\u4e8e\u56e0\u679c\u8f6c\u79fb\u51fd\u6570\u6765\u6a21\u62df\u56e0\u679c\u63cf\u8ff0\u7b26\u7684\u5148\u9a8c\u5206\u5e03\u3002\u6b64\u5916\uff0c\u4f7f\u7528\u53ef\u9006\u795e\u7ecf\u6837\u6761\u6d41\u6765\u62df\u5408\ud835\udc53\ud835\udc58\u3002\u5b83\u7684\u5177\u4f53\u5f62\u5f0f\u662f\u7531\u6765\u81ea\u6bcd\u53d8\u91cf\u7684\u6761\u4ef6\u53c2\u6570\u02c6\ud835\udf03\ud835\udc58\ud835\udc56\uff0c\ud835\udc61(\u02c6\ud835\udc67\ud835\udc58\ud835\udc56\uff0c\ud835\udc61)\u8c03\u5236\u7684\uff0c\u5e76\u4e14\u8fd9\u4e9b\u53c2\u6570\u5728\u6f5c\u5728\u53d8\u91cf\u7ef4\u5ea6\u4e0a\u662f\u72ec\u7acb\u7684\u3002<\/p>\n\n\n\n<p>\u672c\u6587\u4f7f\u7528\u53d8\u91cf\u53d8\u6362\u516c\u5f0f\u5c06\u5148\u9a8c\u5206\u5e03\u8f6c\u6362\u4e3a\u56e0\u5f0f\u5206\u89e3\u7684\u5916\u751f\u53d8\u91cf\u5206\u5e03\uff0c\u5b9a\u4e49\u5982\u4e0b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"449\" height=\"126\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-33.png\" alt=\"\" class=\"wp-image-755\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-33.png 449w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-33-300x84.png 300w\" sizes=\"auto, (max-width: 449px) 100vw, 449px\" \/><\/figure>\n\n\n\n<p><strong>5\u3001\u9884\u6d4b<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e\u6f5c\u5728\u53d8\u91cf\u4f30\u8ba1\u7684\u7cfb\u7edf\u672a\u6765\u72b6\u6001\u9884\u6d4b\u662f\u4ea7\u751f\u5f0f\u6a21\u578b\u7684\u91cd\u8981\u80fd\u529b\u4e4b\u4e00\u3002\u5982\u56fe2\u6240\u793a\uff0c\u5047\u8bbe\u9886\u57df\u5728\u77ed\u65f6\u95f4\u5185\u4e0d\u53d8\uff0c\u56e0\u6b64\u53ef\u4ee5\u4ece\u5916\u751f\u53d8\u91cf\u5206\u5e03\u4e2d\u62bd\u6837\u4e0b\u4e00\u65f6\u523b\u7684\u5916\u751f\u53d8\u91cf\u3002CGM\u751f\u6210\u8f6c\u79fb\u51fd\u6570\u7684\u6761\u4ef6\u53c2\u6570\u3002\u7136\u540e\uff0cCIM\u5c06\u5916\u751f\u53d8\u91cf\u8f6c\u6362\u4e3a\u56e0\u679c\u63cf\u8ff0\u7b26\u3002\u6700\u540e\uff0c\u89e3\u7801\u5668\u751f\u6210\u4e0b\u4e00\u65f6\u95f4\u7684\u65f6\u7a7a\u5e8f\u5217\u3002\u9884\u6d4b\u8fc7\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"476\" height=\"41\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-34.png\" alt=\"\" class=\"wp-image-756\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-34.png 476w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-34-300x26.png 300w\" sizes=\"auto, (max-width: 476px) 100vw, 476px\" \/><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u56db\u3001\u5b9e\u9a8c<\/h2>\n\n\n\n<p><strong>1\u3001\u8bc4\u4f30\u6307\u6807<\/strong><\/p>\n\n\n\n<p>\u2022MCC\uff1a\u6807\u51c6\u5ea6\u91cf&#8211;\u76ae\u5c14\u900a\u5e73\u5747\u76f8\u5173\u7cfb\u6570\uff0c\u5728\u5408\u6210\u6570\u636e\u96c6\u4e0a\u7684\u771f\u5b9e\u56e0\u679c\u63cf\u8ff0\u7b26\u548c\u76f8\u5e94\u7684\u63cf\u8ff0\u7b26\u4e4b\u95f4\u8ba1\u7b97\u76ae\u5c14\u900a\u5e73\u5747\u76f8\u5173\u7cfb\u6570\u3002\u4e3a\u4e86\u8ba1\u7b97\u8fd9\u4e2a\u6027\u80fd\u5ea6\u91cf\uff0c\u9996\u5148\u8ba1\u7b97\u771f\u63cf\u8ff0\u7b26\u548c\u4f30\u8ba1\u63cf\u8ff0\u7b26\u4e4b\u95f4\u7684\u6240\u6709\u76f8\u5173\u7cfb\u6570\u5bf9\u3002\u7136\u540e\u5c06\u6bcf\u4e2a\u4f30\u8ba1\u7684\u63cf\u8ff0\u7b26\u5206\u914d\u7ed9\u5b83\u6700\u76f8\u5173\u7684\u771f\u5b9e\u63cf\u8ff0\u7b26\uff0c\u4ece\u800c\u5339\u914d\u8868\u793a\u7a7a\u95f4\u4e2d\u7684\u4efb\u4f55\u6392\u5217\u3002\u9ad8MCC\u610f\u5473\u7740\u771f\u6b63\u7684\u63cf\u8ff0\u7b26\u88ab\u6210\u529f\u8bc6\u522b\uff0c\u76f4\u5230\u6392\u5217\u548c\u5206\u91cf\u53ef\u9006\u53d8\u6362\u3002<br>\u2022RMSE\uff1a\u771f\u5b9e\u548c\u9884\u6d4b\u7684\u65f6\u7a7a\u5e8f\u5217\u4e4b\u95f4\u7684\u5747\u65b9\u6839\u8bef\u5dee<br>\u2022MAE\uff1a\u771f\u5b9e\u548c\u9884\u6d4b\u7684\u65f6\u7a7a\u5e8f\u5217\u4e4b\u95f4\u7684\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee<br>\u2022MAPE\uff1a\u771f\u5b9e\u548c\u9884\u6d4b\u7684\u65f6\u7a7a\u5e8f\u5217\u4e4b\u95f4\u7684\u5e73\u5747\u7edd\u5bf9\u767e\u5206\u6bd4\u8bef\u5dee<\/p>\n\n\n\n<p><strong>2\u3001\u57fa\u7ebf\u6a21\u578b<\/strong><\/p>\n\n\n\n<p>\u975e\u7ebf\u6027ICA\u65b9\u6cd5\uff1a<br>\u2022IVAE\uff1a\u5047\u5b9a\u6f5c\u53d8\u91cf\u7684\u5148\u9a8c\u662f\u6761\u4ef6\u72ec\u7acb\u7684\u6307\u6570\u5206\u5e03\u65cf\u3002<br>\u2022Leap\uff1a\u5047\u8bbe\u6f5c\u5728\u53d8\u91cf\u7684\u5148\u9a8c\u662f\u4e00\u4e2a\u975e\u53c2\u6570\u7684\u65f6\u6ede\u56e0\u679c\u8fc7\u7a0b\u3002<\/p>\n\n\n\n<p><br>\u65f6\u7a7a\u8868\u793a\u5b66\u4e60\u65b9\u6cd5\uff1a<br>\u2022DGCRN\uff1a\u901a\u8fc7\u7ec4\u5408\u9884\u5b9a\u4e49\u7684\u90bb\u63a5\u77e9\u9635\u548c\u8f93\u5165\u7279\u5f81\u6765\u751f\u6210\u52a8\u6001\u56fe\u5f62\u3002<br>\u2022DMSTGCN\uff1a\u8bbe\u8ba1\u4e86\u4e00\u79cd\u81ea\u9002\u5e94\u56fe\u6784\u9020\u65b9\u6cd5\u6765\u5b66\u4e60\u8def\u6bb5\u7279\u5b9a\u65f6\u95f4\u7684\u7a7a\u95f4\u76f8\u5173\u6027\u3002<br>\u2022RGSL\uff1a\u5bfc\u51fa\u4e86\u4e00\u79cd\u7a00\u758f\u9690\u5f0f\u7a20\u5bc6\u56fe\u7ed3\u6784\uff0c\u5e76\u878d\u5408\u4e86\u663e\u5f0f\u56fe\u548c\u9690\u5f0f\u56fe\u3002<br>\u2022DSTAGNN\uff1a\u8bbe\u8ba1\u4e86\u590d\u6742\u7684\u591a\u5934\u6ce8\u610f\u548c\u591a\u5c3a\u5ea6\u95e8\u63a7\u5377\u79ef\u6765\u63d0\u53d6\u52a8\u6001\u65f6\u7a7a\u76f8\u5173\u6027\u3002<br>\u2022D2STGNN\uff1a\u5206\u79bb\u4e86\u6269\u6563\u548c\u56fa\u6709\u7684\u89c2\u5bdf\u7279\u5f81\uff0c\u5e76\u4f7f\u7528\u81ea\u6211\u6ce8\u610f\u673a\u5236\u6765\u5904\u7406\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u3002<br>\u2022STNSCM\uff1a\u4ee5\u7ed3\u6784\u56e0\u679c\u6a21\u578b\u4e3a\u57fa\u7840\uff0c\u901a\u8fc7\u5e72\u9884\u6d88\u9664\u6df7\u6742\u56e0\u7d20\uff0c\u5e76\u5c06\u9884\u6d4b\u4efb\u52a1\u89c6\u4e3a\u56de\u7b54\u53cd\u4e8b\u5b9e\u95ee\u9898\u3002<br>\u2022CCHMM\uff1a\u5229\u7528\u53d8\u5206\u63a8\u7406\u5c06\u8fd0\u8f93\u7cfb\u7edf\u4e2d\u7684\u6838\u5fc3\u7269\u7406\u6982\u5ff5\u8868\u793a\u4e3a\u56e0\u679c\u9690\u85cf\u53d8\u91cf\u3002<\/p>\n\n\n\n<p><strong>3\u3001\u5408\u6210\u6570\u636e\u96c6\u5b9e\u9a8c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"620\" height=\"495\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-35.png\" alt=\"\" class=\"wp-image-757\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-35.png 620w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-35-300x240.png 300w\" sizes=\"auto, (max-width: 620px) 100vw, 620px\" \/><\/figure>\n\n\n\n<p>\u56fe3\u663e\u793a\u4e86\u5408\u6210\u6570\u636e\u96c6\u4e0aGCIM\u548c\u57fa\u7ebf\u4e4b\u95f4\u7684MCC\u7ed3\u679c\u3002\u672c\u6587\u7684\u65b9\u6cd5\u6210\u529f\u5730\u8bc6\u522b\u4e86\u6f5c\u5728\u7684\u56e0\u679c\u63cf\u8ff0\u7b26\uff0c\u5982\u56fe3(B)\u6240\u793a\uff0c\u76f4\u5230\u6392\u5217\u548c\u5206\u91cf\u53ef\u9006\u8f6c\u6362\u3002IVAE\u6ca1\u6709\u5bf9\u65f6\u95f4\u8f6c\u6362\u8fc7\u7a0b\u8fdb\u884c\u5efa\u6a21\uff0c\u5e76\u4e14\u5047\u8bbe\u6f5c\u5728\u53d8\u91cf\u662f\u72ec\u7acb\u7684\u5206\u91cf\u3002IVAE\u5b8c\u5168\u5ffd\u7565\u4e86\u65f6\u7a7a\u56e0\u679c\u5173\u7cfb\uff0c\u8fd9\u4f7f\u5f97\u5b83\u51e0\u4e4e\u65e0\u6cd5\u5904\u7406\u65f6\u7a7a\u6570\u636e\u3002LEAP\u5c06\u5148\u9a8c\u8fc7\u7a0b\u5efa\u6a21\u4e3a\u975e\u53c2\u6570\u3001\u975e\u5e73\u7a33\u3001\u65f6\u6ede\u7684\u56e0\u679c\u8fc7\u7a0b\u3002\u7136\u800c\uff0c\u7531\u4e8e\u7f3a\u4e4f\u5bf9\u7a7a\u95f4\u7ef4\u5ea6\u7684\u8003\u8651\uff0cLEAP\u4e0d\u80fd\u6709\u6548\u5730\u8bc6\u522b\u65f6\u7a7a\u56e0\u679c\u53d8\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"525\" height=\"564\" src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-36.png\" alt=\"\" class=\"wp-image-758\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-36.png 525w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-36-279x300.png 279w\" sizes=\"auto, (max-width: 525px) 100vw, 525px\" 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src=\"http:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-37.png\" alt=\"\" class=\"wp-image-759\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-37.png 952w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-37-300x67.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2024\/07\/image-37-768x172.png 768w\" sizes=\"auto, (max-width: 952px) 100vw, 952px\" \/><\/figure>\n\n\n\n<p><img decoding=\"async\" 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