{"id":45388,"date":"2023-09-25T16:43:32","date_gmt":"2023-09-25T08:43:32","guid":{"rendered":"https:\/\/swarma.org\/?p=45388"},"modified":"2023-09-25T16:43:32","modified_gmt":"2023-09-25T08:43:32","slug":"%e7%94%a8%e7%94%9f%e6%88%90%e6%a8%a1%e5%9e%8b%e7%8e%a9%e8%bd%ac%e5%8d%95%e7%bb%86%e8%83%9e%e8%bd%ac%e5%bd%95%e6%95%b0%e6%8d%ae%ef%bc%9ainclust%e9%80%9a%e7%94%a8%e6%a1%86%e6%9e%b6%ef%bd%9c%e9%9b%86","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=45388","title":{"rendered":"\u7528\u751f\u6210\u6a21\u578b\u73a9\u8f6c\u5355\u7ec6\u80de\u8f6c\u5f55\u6570\u636e\uff1ainclust\u901a\u7528\u6846\u67b6\uff5c\u96c6\u667a\u79d1\u5b66\u5bb6Cell\u5b50\u520a\u6700\u65b0\u8bba\u6587"},"content":{"rendered":"
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\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n

A deep generative framework with embedded vector arithmetic and classifier for sample generation, label transfer, and clustering of single-cell data<\/span><\/p>\n

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\u56fe4\uff1ainClust\u4e09\u79cd\u8fd0\u884c\u6a21\u5f0f\u7684\u7ed3\u679c\u5c55\u793a<\/span><\/section>\n
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\u5728\u6570\u636e\u6574\u5408\u524d\uff0c\u76f8\u540c\u7ec6\u80de\u7c7b\u578b\u7684\u7ec6\u80de\u56e0\u4e3a\u6279\u6b21\u6548\u5e94\uff0c\u4e0d\u80fd\u805a\u96c6\u5230\u4e00\u8d77<\/span>\uff08\u56fe4B,C\u7b2c\u4e00\u5217\uff09<\/span>\u3002\u7ecf\u8fc7inClust\u6574\u5408\u540e\uff0c\u76f8\u540c\u7c7b\u578b\u7684\u7ec6\u80de\u53ef\u4ee5\u805a\u96c6\u5230\u4e00\u8d77<\/span>\uff08\u56fe4B\uff0c\u7b2c\u4e8c\u4e09\u56db\u5217\uff0c\u5206\u522b\u4e3ainClust\u5728\u76d1\u7763\uff0c\u534a\u76d1\u7763\uff0c\u65e0\u76d1\u7763\u7684\u7ed3\u679c\uff09<\/span>\u3002\u5728\u540c\u7c7b\u7ec6\u80de\u5f62\u6210\u7684\u805a\u7c7b\u4e2d\uff0c\u5305\u542b\u4e86\u591a\u4e2a\u6279\u6b21\u7684\u6837\u672c<\/span>\uff08\u56fe4C\uff0c\u7b2c\u4e8c\u4e09\u56db\u5217\uff09<\/span>\u3002\u800c\u4e0e\u73b0\u6709\u540c\u7c7b\u4e3b\u6d4168\u79cd\u7b97\u6cd5\u7684\u5bf9\u6bd4\uff0c\u53ef\u4ee5\u770b\u5230inClust\u7684\u603b\u5f97\u5206\u9065\u9065\u9886\u5148<\/span>\uff08\u56fe5\uff09<\/span>\u3002<\/span><\/section>\n
 <\/span><\/section>\n
<\/section>\n
\u56fe5\uff1ainClust\u5728\u6807\u51c6\u6570\u636e\u96c6\u4e0a\u4e0e\u591a\u79cd\u73b0\u6709\u65b9\u6cd5\u7684\u5bf9\u6bd4\u3002<\/span><\/section>\n
 <\/span><\/section>\n

\n
3.1 \u6709\u76d1\u7763<\/span><\/strong><\/span><\/section>\n<\/h2>\n

<\/section>\n
\u4e00\u4e2a\u7ec6\u80de\u7684\u8868\u8fbe\u8c31\u53d7\u5230\u591a\u4e2a\u534f\u53d8\u91cf\u7684\u5f71\u54cd\uff0c\u6bd4\u5982\u4f9b\u4f53\uff0c\u4ee5\u53ca\u662f\u5426\u53d7\u5230\u523a\u6fc0\u7269\u523a\u6fc0\u7b49\u7b49\u3002\u4e0d\u540c\u534f\u53d8\u91cf\u7684\u7ec4\u5408\u4f1a\u5bf9\u7ec6\u80de\u7684\u8868\u8fbe\u8c31\u9020\u6210\u4e0d\u540c\u7684\u5f71\u54cd\u3002\u5982\u4f55\u6839\u636e\u5df2\u77e5\u7684\u534f\u53d8\u91cf\u4ee5\u53ca\u534f\u53d8\u91cf\u7ec4\u5408\u5bf9\u7ec6\u80de\u8868\u8fbe\u8c31\u7684\u5f71\u54cd\u6765\u9884\u6d4b\u672a\u77e5\u534f\u53d8\u91cf\u7ec4\u5408\u5bf9\u7ec6\u80de\u8868\u8fbe\u8c31\u7684\u5f71\u54cd\uff0c\u53ef\u4ee5\u5b9a\u4e49\u4e3a\u5206\u5e03\u5916\u6837\u672c\u751f\u6210\u95ee\u9898<\/strong><\/span>\uff08Out-Of-Distribution  (OOD) generation\uff09<\/span>\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u5982\u4e0b\u5c31\u662f\u4e00\u4e2a\u5206\u5e03\u5916\u6837\u672c\u751f\u6210\u95ee\u9898<\/span>\u7684\u5b9e\u4f8b\uff1a\u5df2\u77e5\u4e09\u7ec4\u6837\u672c\uff0c\u5206\u522b\u6765\u81ea\u4e24\u4e2a\u4f9b\u4f53<\/span>\uff08\u56fe6E\uff09<\/span>\u3002\u5176\u4e2d\u4e00\u4e2a\u4f9b\u4f53\u7684\u6837\u672c\u5305\u542b\u6b63\u5e38\u548c\u53d7\u523a\u6fc0\u7269\u523a\u6fc0\u7684\u6837\u672c<\/span>\uff08\u56fe6E\uff0c\u7ea2\u8272\u548c\u84dd\u8272\uff09<\/span>\uff0c\u53e6\u4e00\u4e2a\u4f9b\u4f53\u4ec5\u5305\u542b\u6b63\u5e38\u7684\u6837\u672c<\/span>\uff08\u56fe6E\uff0c\u7eff\u8272\uff09<\/span>\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u8fd9\u91cc\u7684\u534f\u53d8\u91cf\u5c31\u662f<\/span>\uff1a1 \u4f9b\u4f53\uff0c2 \u662f\u5426\u53d7\u523a\u6fc0\uff0c<\/span>\u6837\u672c\u5916\u751f\u6210\u95ee\u9898\u5c31\u662f\u8981\u751f\u6210\u7eff\u8272\u6837\u672c\u4f9b\u4f53\u53d7\u523a\u6fc0\u7269\u523a\u6fc0\u540e\u7684\u7ed3\u679c\u3002InClust \u901a\u8fc7\u8868\u8fbe\u8c31\u7f16\u7801\uff0c\u534f\u53d8\u91cf\u5d4c\u5165\uff0c\u4f4e\u7ef4\u7a7a\u95f4\u5411\u91cf\u8fd0\u7b97\uff0c\u4ee5\u53ca\u5206\u7c7b\u7ea6\u675f\uff0c\u80fd\u7cbe\u786e\u5730\u5728\u4f4e\u7ef4\u7a7a\u95f4\u8868\u5f81\u5df2\u77e5\u7684\u534f\u53d8\u91cf\u4ee5\u53ca\u534f\u53d8\u91cf\u7ec4\u5408<\/span>\uff08\u56fe6A\uff0cB\uff0cC\uff09<\/span>\uff0c\u4ee5\u53ca\u4e0d\u53d7\u534f\u53d8\u91cf\u5f71\u54cd\u7684\u8868\u8fbe\u8c31<\/span>\uff08\u56fe6B\uff0cF\uff09<\/span>\u3002\u5229\u7528\u8fd9\u4e9b\u5728\u4f4e\u7ef4\u7a7a\u95f4\u4e2d\u7cbe\u786e\u8868\u5f81\u7684\u534f\u53d8\u91cf\uff0cinClust \u80fd\u591f\u751f\u6210\u65b0\u7684\u534f\u53d8\u91cf\u7ec4\u5408<\/strong><\/span>\uff08\u56fe6D\uff09<\/span>\uff0c\u5e76\u8fdb\u4e00\u6b65\u5728\u4f4e\u7ef4\u7a7a\u95f4\u751f\u6210\u5206\u5e03\u5916\u7684\u6837\u672c<\/strong><\/span>\uff08\u56fe6B\uff0cG\uff0c\u7d2b\u8272\u548c\u91d1\u9ec4\u8272\u6837\u672c\u4e3a\u7eff\u8272\u6837\u672c\u53d7\u523a\u6fc0\u540e\u7684\u4ea7\u7269\uff09<\/span>\u3002\u8be5\u751f\u6210\u7684\u5206\u5e03\u5916\u6837\u672c\u7ecf\u8fc7\u89e3\u7801\uff0c\u56de\u5230\u539f\u6709\u7684\u9ad8\u7ef4\u7a7a\u95f4\uff0c\u5176\u7279\u5f81\u5305\u62ec\u53d7\u523a\u6fc0\u540e\u7684\u5e94\u6fc0\u53cd\u5e94<\/span>\uff08\u56fe6H\uff0cI\uff09<\/span>\uff0c\u8bc1\u660e\u4e86 inClust \u80fd\u591f\u8f83\u597d\u5730\u751f\u6210\u7eff\u8272\u6837\u672c\u53d7\u523a\u6fc0\u540e\u7684\u7ed3\u679c\uff0c\u5373\u5206\u5e03\u5916\u7684\u6837\u672c\u3002<\/span><\/section>\n

<\/section>\n
<\/section>\n
\u56fe6\uff1aInclust\u5728\u6709\u76d1\u7763\u6a21\u5f0f\u4e2d\uff0c\u5206\u5e03\u5916\u6837\u672c\u751f\u6210\uff08OOD\uff09<\/span><\/section>\n
 <\/span><\/section>\n

\n
3.2 \u534a\u76d1\u7763<\/span><\/strong><\/span><\/section>\n<\/h2>\n
 <\/span><\/section>\n
\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u7684\u81ea\u52a8\u6807\u6ce8\u4e0d\u540c\u4e8e\u4f20\u7edf\u7684\u6709\u76d1\u7763\u5206\u7c7b\u95ee\u9898\uff0c\u5176\u6709\u4e24\u5927\u96be\u70b9\uff1a\u4e00\u4e2a\u662f\u6279\u6b21\u6548\u5e94<\/span>\uff08Batch effect\uff09<\/span>\uff0c\u4e00\u4e2a\u662f\u90e8\u5206\u91cd\u53e0<\/span>\uff08Partial overlap\uff09<\/span>\u3002\u6279\u6b21\u6548\u5e94\u662f\u6307\u53c2\u8003\u96c6<\/span>\uff08\u5e26\u6709\u6807\u7b7e\u7684\u6570\u636e\uff09<\/span>\u4e0e\u67e5\u8be2\u96c6<\/span>\uff08\u9700\u6807\u6ce8\u7684\u6570\u636e\uff09<\/span>\u4e4b\u95f4\u6709\u7cfb\u7edf\u6027\u7684\u504f\u5dee\uff0c\u9700\u8981\u53bb\u9664\u6279\u6b21\u6548\u5e94\u4ee5\u540e\u624d\u80fd\u6b63\u5e38\u6807\u6ce8<\/span>\uff08\u56fe7A\uff09<\/span>\u3002\u90e8\u5206\u91cd\u53e0\u662f\u6307\u53c2\u8003\u96c6\u4e0e\u67e5\u8be2\u96c6\u90fd\u6709\u81ea\u5df1\u72ec\u6709\u7684\u7ec6\u80de\u7c7b\u578b\uff0c\u6807\u6ce8\u65b9\u6cd5\u9700\u8981\u627e\u51fa\u67e5\u8be2\u96c6\u65b0\u7684\u7ec6\u80de\u7c7b\u578b<\/span>\uff08\u56fe7B\uff09<\/span>\u3002<\/span>InClust\u5c31\u662f\u4e3a\u4e86\u540c\u65f6\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\u3002\u4f4e\u7ef4\u7a7a\u95f4\u7684\u5411\u91cf\u8fd0\u7b97\u80fd\u591f\u5c06\u6279\u6b21\u6548\u5e94\u4ece\u8f6c\u5f55\u7ec4\u6570\u636e\u4e2d\u53bb\u9664<\/strong><\/span>\uff08\u56fe7C\uff09<\/span>\u3002<\/span><\/section>\n
<\/span><\/section>\n
 <\/span><\/section>\n
\u540c\u65f6\uff0c\u5c06\u805a\u7c7b\u7c7b\u522b\u6570\u91cf\u8bbe\u5b9a\u4e3a\u591a\u4e8e\u53c2\u8003\u6570\u636e\u96c6\u7c7b\u522b\u6570\u91cf\u3002\u8fd9\u6837\uff0c\u805a\u7c7b\u7c7b\u522b\u53ef\u4ee5\u5206\u4e3a\u4e24\u7c7b\uff0c\u534a\u76d1\u7763\u805a\u7c7b\u7c7b\u522b<\/span>\uff08semi-supervised cluster\uff09<\/span>\u548c\u65e0\u76d1\u7763\u805a\u7c7b\u7c7b\u522b<\/span>\uff08unsupervised cluster\uff09<\/span>\u3002\u534a\u76d1\u7763\u805a\u7c7b\u7c7b\u522b\u5305\u62ec\u53c2\u8003\u96c6\u6570\u636e\u548c\u67e5\u8be2\u96c6\u6570\u636e\uff0c\u5728\u8be5\u7c7b\u522b\u4e2d\uff0c\u7ec6\u80de\u7c7b\u578b\u6807\u7b7e\u4ece\u53c2\u8003\u96c6\u8f6c\u79fb\u5230\u67e5\u8be2\u96c6\u3002\u65e0\u76d1\u7763\u805a\u7c7b\u7c7b\u522b\u53ea\u5305\u542b\u67e5\u8be2\u96c6\u6570\u636e\uff0c\u53ef\u6839\u636e\u8be5\u7c7b\u522b\u9ad8\u8868\u8fbe\u57fa\u56e0\u6765\u8fdb\u884c\u6807\u6ce8<\/strong><\/span>\uff08\u56fe7D\uff09<\/span>\u3002<\/span><\/section>\n

<\/span><\/section>\n
\u4ece\u7ed3\u679c\u6765\u770b\uff0cInClust\u89e3\u51b3\u4e86\u8fd9\u4e24\u4e2a\u95ee\u9898\uff1a\u4e0d\u540c\u6279\u6b21\u7684\u6837\u672c\u805a\u5230\u4e00\u8d77<\/span>\uff08\u56fe7E\uff09<\/span>\uff1b\u534a\u76d1\u7763\u805a\u7c7b\u7c7b\u522b\u5b8c\u6210\u81ea\u52a8\u6807\u6ce8<\/span>\uff08\u6807\u7b7e\u8f6c\u79fb\uff09\uff08\u56fe7F\uff09<\/span>\uff0c\u65e0\u76d1\u7763\u805a\u7c7b\u7c7b\u522b\u8bc6\u522b\u67e5\u8be2\u96c6\u7279\u6709\u7ec6\u80de\u7c7b\u578b<\/span>\uff08\u56fe7G\uff09<\/span>\u3002\u56e0\u6b64\uff0cInClust\u53ef\u4ee5\u89e3\u51b3\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u7684\u6807\u6ce8<\/span>\uff08\u56fe7H\uff09<\/span>\u3002<\/span><\/section>\n

<\/span><\/section>\n
<\/section>\n
\u56fe7\uff1ainClust\u5728\u534a\u76d1\u7763\u6a21\u5f0f\u4e0b\u7684\u6807\u7b7e\u8f6c\u79fb\u548c\u65b0\u6837\u672c\u8bc6\u522b<\/span><\/section>\n
 <\/span><\/section>\n

\n
3.3 \u65e0\u76d1\u7763<\/span><\/strong><\/span><\/section>\n<\/h2>\n
 <\/span><\/section>\n
\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u5305\u62ec\u8f6c\u5f55\u7ec4\u548c\u7a7a\u95f4\u4f4d\u7f6e\u4e24\u90e8\u5206\u4fe1\u606f\uff0c\u5728\u65e0\u76d1\u7763\u6a21\u5f0f\u4e0b\uff0cinClust\u80fd\u591f\u6574\u5408\u8fd9\u4e24\u90e8\u5206\u4fe1\u606f\uff0c\u5c06\u6574\u4e2a\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u5212\u5206\u4e3a\u4e0d\u540c\u7684\u7a7a\u95f4\u57df<\/span>\uff08spatial domain\uff09<\/span>\uff0c\u66f4\u597d\u5730\u63ed\u793a\u8f6c\u5f55\u7ec4\u5728\u7a7a\u95f4\u4e0a\u7684\u5f02\u540c<\/span>\uff08\u56fe8A\uff09<\/span>\u3002\u76f8\u6bd4\u56fe8D\u4f7f\u7528 k-means \u805a\u7c7b\u7684\u7ed3\u679c\uff0cinClust\u7684\u5bf9\u7a7a\u95f4\u57df\u7684\u5212\u5206\u8fb9\u754c\u66f4\u6e05\u6670<\/span>\uff08\u56fe8C\uff09<\/span>\uff0c\u5f02\u5e38\u503c<\/span>\uff08outlier\uff09<\/span>\u4e5f\u66f4\u5c11<\/span>\uff08\u56fe8E\uff09<\/span>\u3002<\/span><\/section>\n
 <\/span><\/section>\n
<\/section>\n
\u56fe8\uff1aInClust\u5728\u65e0\u76d1\u7763\u6a21\u5f0f\u4e0b\uff0c\u5bf9\u5c0f\u8111\u7684\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u6570\u636e\u8fdb\u884c\u7a7a\u95f4\u57df\u7684\u5212\u5206\u3002<\/span><\/section>\n
 <\/span><\/section>\n
 <\/span><\/section>\n
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<\/svg><\/section>\n<\/section>\n<\/section>\n
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4. \u603b\u7ed3<\/strong><\/strong><\/p>\n<\/section>\n

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<\/section>\n

<\/section>\n<\/section>\n<\/section>\n<\/section>\n

<\/section>\n
\u4e00\u4e2a\u7ec6\u80de\u7684\u8868\u8fbe\u8c31\u53d7\u5230\u591a\u4e2a\u534f\u53d8\u91cf\u7684\u5f71\u54cd\uff0c\u6216\u8005\u662f\u751f\u7269\u7684<\/span>\uff08\u4f8b\u5982\u6761\u4ef6\u3001\u523a\u6fc0\u7269\uff09<\/span>\uff0c\u6216\u8005\u662f\u975e\u751f\u7269\u7684<\/span>\uff08\u4f8b\u5982\u6279\u91cf\u3001\u6280\u672f\uff09<\/span>\u3002\u4e0d\u540c\u7684\u534f\u53d8\u91cf\u7ec4\u5408\u901a\u5e38\u5bfc\u81f4\u4e0d\u540c\u7684\u8f6c\u5f55\u8c31\u3002\u968f\u7740\u6280\u672f\u7684\u53d1\u5c55\uff0c\u4ea7\u751f\u4e86\u5305\u542b\u591a\u79cd\u6765\u6e90\u4fe1\u606f\u7684\u590d\u6742\u6570\u636e\u96c6\uff0c\u53ef\u4ee5\u4f5c\u4e3a\u805a\u7c7b\u7684\u8f93\u5165\u3002\u4f20\u7edf\u7684\u805a\u7c7b\u65b9\u6cd5\u53ea\u4ece\u4e00\u4e2a\u6765\u6e90\u83b7\u53d6\u4fe1\u606f<\/span>\uff08\u4f8b\u5982\uff0c\u57fa\u56e0\u8868\u8fbe\uff09<\/span>\u3002\u56e0\u6b64\uff0c\u9700\u8981\u96c6\u6210\u6765\u81ea\u591a\u4e2a\u6765\u6e90\u7684\u4fe1\u606f\u8fdb\u884c\u805a\u7c7b\uff0c\u5e76\u51c6\u786e\u9884\u6d4b\u4e0d\u540c\u6765\u6e90\u7684\u534f\u53d8\u91cf\u9020\u6210\u7684\u5f71\u54cd\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u76f8\u6bd4\u5176\u5b83\u65b9\u6cd5\uff0cInClust \u7684\u4f18\u52bf\u5728\u4e8e\u5176\u6a21\u5757\u5728\u5b9e\u73b0\u4e0a\u662f\u72ec\u7acb\u7684\uff0c\u4f46\u5728\u8fd0\u884c\u65f6\u662f\u76f8\u4e92\u5173\u8054\u7684\uff0c\u53ef\u4ee5\u540c\u65f6\u5b8c\u6210\u6570\u636e\u6574\u5408\u4e0e\u6570\u636e\u62c6\u5206 <\/strong><\/span>\uff08data integration and decomposition\uff09<\/span>\u3002\u5d4c\u5165\u6a21\u5757\u53ef\u4ee5\u5c06\u4efb\u610f\u5411\u91cf<\/span>\uff08\u534f\u53d8\u91cf\uff09<\/span>\u5d4c\u5165\u5230\u6f5c\u5728\u7a7a\u95f4\u4e2d\uff0c\u4ece\u800c\u4e0d\u4ec5\u6574\u5408\u6837\u672c\u6765\u6e90\u4fe1\u606f\uff0c\u8fd8\u6709\u6f5c\u529b\u5c06\u6765\u81ea\u4e0d\u540c\u7ec4\u5b66\u7684\u4fe1\u606f\u6c47\u603b\uff0c\u4ece\u800c\u8fdb\u884c\u591a\u7ec4\u5b66\u5206\u6790\u3002\u77e2\u91cf\u7b97\u672f\u6a21\u5757\u53ef\u4ee5\u901a\u8fc7\u51cf\u6cd5\u53bb\u9664\u4e0d\u5fc5\u8981\u7684\u534f\u53d8\u91cf\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u52a0\u6cd5\u5408\u5e76\u8f85\u52a9\u4fe1\u606f\uff0c\u7075\u6d3b\u5730\u5bf9\u4fe1\u606f\u8fdb\u884c\u96c6\u6210\u3002\u805a\u7c7b\u6a21\u5757\u4e0d\u4ec5\u53ef\u4ee5\u5bf9\u5305\u542b\u591a\u4e2a\u6765\u6e90\u4fe1\u606f\u7684\u9690\u7a7a\u95f4\u5411\u91cf\u8fdb\u884c\u5206\u7c7b\uff0c\u8fd8\u53ef\u4ee5\u7075\u6d3b\u5730\u5229\u7528\u6570\u636e\u4e2d\u7684\u6807\u7b7e\u4fe1\u606f\uff0c\u4f7f\u6a21\u578b\u6210\u4e3a\u4e00\u4e2a\u901a\u7528\u7684\u6df1\u5c42\u751f\u6210\u6846\u67b6\uff0c\u53ef\u4ee5\u5728\u4ece\u6709\u76d1\u7763\u3001\u534a\u76d1\u7763\u4ee5\u53ca\u65e0\u76d1\u7763\u8fd9\u4e09\u79cd\u6a21\u5f0f\u4e0b\u8fdb\u884c\u805a\u7c7b\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u5728\u6709\u76d1\u7763\u6a21\u5f0f\u4e0b\uff0cinClust \u80fd\u591f\u5c06\u4e0d\u540c\u534f\u53d8\u91cf\u5bf9\u8868\u8fbe\u8c31\u7684\u5f71\u54cd\u9010\u4e00\u5265\u79bb\uff0c\u5728\u4f4e\u7ef4\u7a7a\u95f4\u7cbe\u786e\u5730\u8868\u5f81\u5404\u79cd\u534f\u53d8\u91cf\u548c\u4e0d\u53d7\u534f\u53d8\u91cf\u5f71\u54cd\u7684\u8868\u8fbe\u8c31\uff1b\u5728\u534a\u76d1\u7763\u6a21\u5f0f\u4e0b\uff0cinClust\u53ef\u4ee5\u9664\u53bb\u6279\u6b21\u6548\u5e94\uff0c\u5e76\u5c06\u67e5\u8be2\u96c6\u5206\u89e3\u4e3a\u53c2\u8003\u96c6\u4e2d\u51fa\u73b0\u8fc7\u7684\u7c7b\u578b\u548c\u67e5\u8be2\u96c6\u72ec\u6709\u7684\u7c7b\u578b\uff0c\u89e3\u51b3\u90e8\u5206\u91cd\u53e0\u95ee\u9898\uff1b\u5728\u65e0\u76d1\u7763\u6a21\u5f0f\u4e0b\uff0cinClust\u53ef\u4ee5\u6574\u5408\u8f6c\u5f55\u7ec4\u6570\u636e\u548c\u7a7a\u95f4\u4f4d\u7f6e\u4fe1\u606f\u6765\u5212\u5206\u7a7a\u95f4\u57df\u3002\u56e0\u6b64\uff0cinClust\u53ef\u4ee5\u5f88\u597d\u5730\u5b8c\u6210\u6570\u636e\u6574\u5408\u4e0e\u6570\u636e\u62c6\u5206\u3002<\/span><\/section>\n
 <\/span><\/section>\n
\u7531\u4e8e inClust \u4e2d\u4f7f\u7528\u53d8\u5206\u81ea\u7f16\u7801\u5668<\/span>\uff08VAE\uff09<\/span>\uff0c\u4f7f\u5176\u4e0d\u50cf\u57fa\u4e8e\u81ea\u52a8\u7f16\u7801\u5668<\/span>\uff08AE\uff09<\/span>\u7684\u6a21\u578b\u90a3\u6837\u5bb9\u6613\u53d7\u5230\u8fc7\u62df\u5408\u98ce\u9669\u7684\u5f71\u54cd\u3002inClust \u88ab\u8bc1\u660e\u5bf9\u6570\u636e\u7f3a\u5931\u5177\u6709\u9c81\u68d2\u6027\uff1b\u989d\u5916\u7684\u566a\u58f0\u4e0d\u4f1a\u5f71\u54cd inClust \u7684\u6027\u80fd\u3002\u7b80\u800c\u8a00\u4e4b\uff0cinClust \u662f\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u5b66\u9886\u57df\u591a\u4efb\u52a1\u534f\u8c03\u548c\u5206\u89e3\u7684\u7406\u60f3\u6846\u67b6\u3002<\/span><\/section>\n
 <\/span><\/section>\n
 <\/span><\/section>\n
\u5b66\u8005\u7b80\u4ecb<\/span><\/strong><\/span><\/section>\n
\u738b\u529b\u98de\uff0c\u57fa\u56e0\u7ec4\u5b66\u535a\u58eb\uff0c\u6bd5\u4e1a\u4e8e\u4e2d\u56fd\u79d1\u5b66\u9662\u5317\u4eac\u57fa\u56e0\u7ec4\u7814\u7a76\u6240\uff0c<\/span>\u73b0\u5c31\u804c\u4e8e\u6d59\u6c5f\u6811\u4eba\u5927\u5b66\u6811\u5170\u56fd\u9645\u533b\u5b66\u9662\uff0c\u96c6\u667a\u79d1\u5b66\u5bb6\u3002<\/span><\/section>\n
<\/span>\u5b66\u8005\u4e3b\u9875\uff1ahttps:\/\/p<\/span>attern.swarma.org\/user\/324<\/span><\/section>\n
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\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\uff1a<\/strong><\/p>\n

AI + Science\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u542f\u52a8<\/strong><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n

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\u751f\u7269\u533b\u5b66\u662f\u4e00\u4e2a\u590d\u6742\u4e14\u5bcc\u6709\u6311\u6218\u6027\u7684\u9886\u57df\uff0c\u6d89\u53ca\u5230\u5927\u91cf\u7684\u6570\u636e\u5904\u7406\u3001\u6a21\u5f0f\u8bc6\u522b\u3001\u7406\u8bba\u6a21\u578b\u5efa\u6784\u548c\u5b9e\u9a8c\u9a8c\u8bc1\u7b49\u95ee\u9898\u3002AI\u57fa\u7840\u6a21\u578b\u7684\u5f15\u5165\uff0c\u4f7f\u5f97\u6211\u4eec\u80fd\u591f\u4ece\u524d\u6240\u672a\u6709\u7684\u89d2\u5ea6\u53bb\u89c2\u5bdf\u548c\u7406\u89e3\u8fd9\u4e2a\u9886\u57df\u7684\u95ee\u9898\uff0c\u52a0\u901f\u79d1\u5b66\u7814\u7a76\u7684\u6b65\u4f10\uff0c\u63d0\u9ad8\u533b\u7597\u670d\u52a1\u7684\u6548\u7387\u548c\u6548\u679c\u3002\u8fd9\u79cd\u4ea4\u53c9\u9886\u57df\u7684\u5408\u4f5c\uff0c\u6807\u5fd7\u7740\u6211\u4eec\u6b63\u5728\u5411\u79d1\u6280\u4e0e\u751f\u7269\u533b\u5b66\u6df1\u5ea6\u878d\u5408\u7684\u65b0\u65f6\u4ee3\u8fc8\u8fdb\uff0c\u5bf9\u4e8e\u63a8\u52a8\u79d1\u5b66\u7814\u7a76\u3001\u4f18\u5316\u533b\u7597\u670d\u52a1\u3001\u4fc3\u8fdb\u4eba\u7c7b\u5065\u5eb7\u6709\u7740\u6df1\u8fdc\u7684\u5f71\u54cd\u3002<\/span><\/section>\n

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\u96c6\u667a\u4ff1\u4e50\u90e8\u8054\u5408\u897f\u6e56\u5927\u5b66\u52a9\u7406\u6559\u6388\u5434\u6cf0\u9716\u3001\u65af\u5766\u798f\u5927\u5b66\u8ba1\u7b97\u673a\u79d1\u5b66\u7cfb\u535a\u58eb\u540e\u7814\u7a76\u5458\u738b\u701a\u5bb8\u3001\u535a\u58eb\u7814\u7a76\u751f\u9ec4\u67ef\u946b\u3001\u9ec4\u5029\uff0c\u534e\u76db\u987f\u5927\u5b66\u535a\u58eb\u7814\u7a76\u751f\u5c60\u946b\u660e\uff0c\u5171\u540c\u53d1\u8d77\u4ee5\u201c\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\u201d\u4e3a\u4e3b\u9898\u7684\u8bfb\u4e66\u4f1a\uff0c\u5171\u5b66\u5171\u7814\u76f8\u5173\u6587\u732e\uff0c<\/span><\/span>\u63a2\u8ba8\u57fa\u7840\u6a21\u578b\u5728\u751f\u7269\u533b\u5b66\u7b49\u79d1\u5b66\u9886\u57df\u7684\u5e94\u7528\u3001\u5f71\u54cd\u548c\u5c55\u671b\u3002<\/span>\u8bfb\u4e66\u4f1a\u4ece2023\u5e748\u670820\u65e5\u5f00\u59cb\uff0c\u6bcf\u5468\u65e5\u65e9\u4e0a 9:00-11:00 \u7ebf\u4e0a\u4e3e\u884c\uff0c\u6301\u7eed\u65f6\u95f4\u9884\u8ba18\u5468\u3002<\/span>\u6b22\u8fce\u5bf9\u63a2\u7d22\u8fd9\u4e2a\u6fc0\u52a8\u4eba\u5fc3\u7684\u524d\u6cbf\u9886\u57df\u6709\u5174\u8da3\u7684\u670b\u53cb\u62a5\u540d\u53c2\u4e0e\u3002<\/span><\/section>\n

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\u8be6\u60c5\u8bf7\u89c1\uff1a<\/span><\/span><\/p>\n

\u5927\u6a21\u578b\u4e0e\u751f\u7269\u533b\u5b66\uff1aAI + Science\u7b2c\u4e8c\u5b63\u8bfb\u4e66\u4f1a\u542f\u52a8<\/a><\/span><\/p>\n


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\u63a8\u8350\u9605\u8bfb<\/span><\/strong><\/strong><\/p>\n

1. <\/strong> \u65af\u5766\u798f\u5927\u5b66\u6559\u6388 Jure Leskovec\uff1a\u57fa\u7840\u6a21\u578b\u5728\u5168\u79d1\u533b\u5b66\u4eba\u5de5\u667a\u80fd\u4e2d\u7684\u5e94\u7528\u6f5c\u529b<\/a><\/strong><\/span><\/strong><\/section>\n
2.<\/strong> \u63a2\u7d22\u751f\u547d\u201c\u8bed\u8a00\u201d\u7684\u7f16\u7801\u2014\u2014\u57fa\u4e8e\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4 | \u5468\u65e5\u76f4\u64ad\u00b7\u751f\u7269\u533b\u5b66\u5927\u6a21\u578b\u8bfb\u4e66\u4f1a<\/a><\/strong><\/span><\/section>\n
3.  <\/strong><\/strong>Nature\u901a\u8baf\uff1a\u901a\u8fc7\u6df1\u5ea6\u751f\u6210\u7f51\u7edc\u5bf9\u5355\u7ec6\u80de\u8f6c\u5f55\u6570\u636e\u8fdb\u884c\u53cc\u66f2\u5d4c\u5165<\/a><\/strong><\/strong><\/span><\/strong><\/strong><\/section>\n
<\/strong><\/section>\n
4. <\/strong><\/span>\u5f20\u6c5f\uff1a\u7b2c\u4e09\u4ee3\u4eba\u5de5\u667a\u80fd\u6280\u672f\u57fa\u7840\u2014\u2014\u4ece\u53ef\u5fae\u5206\u7f16\u7a0b\u5230\u56e0\u679c\u63a8\u7406 | \u96c6\u667a\u5b66\u56ed\u5168\u65b0\u8bfe\u7a0b<\/a><\/strong><\/strong><\/span><\/section>\n
5. <\/strong>\u6210\u4e3a\u96c6\u667aVIP\uff0c\u89e3\u9501\u5168\u7ad9\u8bfe\u7a0b\uff0f\u8bfb\u4e66\u4f1a<\/a><\/span><\/strong><\/section>\n
6. <\/strong>\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01<\/strong><\/span><\/a><\/section>\n


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<\/p>\n<\/section>\n

\u70b9\u51fb\u201c\u9605\u8bfb\u539f\u6587\u201d\uff0c\u62a5\u540d\u8bfb\u4e66\u4f1a<\/span><\/strong><\/span><\/p>\n

<\/mp-style-type><\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

\u5bfc\u8bed \u968f\u7740\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u53ca\u7a7a\u95f4\u8f6c\u5f55\u7ec4\u6280\u672f\u7684\u6210\u719f\uff0c\u7814\u7a76\u8005\u9700\u8981\u5c06\u591a\u4e2a\u6765\u6e90\u3001\u4e0d\u540c\u6761\u4ef6\u4e0b\u7684\u6570\u636e\u8fdb\u884c\u6574\u5408\uff0c\u4fbf\u4e8e\u5177\u6709\u751f\u7269\u5b66\u610f\u4e49\u6570\u636e\u7684\u6316\u6398\u3002\u8fd1\u65e5\uff0c\u6765\u81ea\u6d59\u6c5f\u6811\u4eba\u5927\u5b66\u6811\u5170\u56fd\u9645\u533b\u5b66\u9662\u7684\u738b\u529b\u98de\u8054\u5408\u5317\u4eac\u5e08\u8303\u5927\u5b66\u7cfb\u7edf\u79d1\u5b66\u5b66\u9662\u5f20\u6c5f\u7ec4\uff0c\u4ee5\u53ca\u4e2d\u56fd\u79d1\u5b66\u9662\u5317\u4eac\u57fa\u56e0\u7ec4\u7814\u7a76\u6240\u8521\u519b\u7ec4\uff0c\u63d0\u51fa\u4e86\u57fa\u4e8e\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAE\uff09\u7684\u751f\u6210\u5f0f\u6a21\u578b inClus…<\/p>\n","protected":false},"author":0,"featured_media":45377,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/45388"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=45388"}],"version-history":[{"count":0,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/45388\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/45377"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=45388"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=45388"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=45388"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=45388"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}