{"id":22752,"date":"2020-12-17T17:30:16","date_gmt":"2020-12-17T09:30:16","guid":{"rendered":"https:\/\/swarma.org\/?p=22752"},"modified":"2020-12-17T17:30:16","modified_gmt":"2020-12-17T09:30:16","slug":"ai%e4%b8%8d%e5%86%8d%e9%bb%91%e7%ae%b1%ef%bc%9a%e5%88%a9%e7%94%a8%e5%8f%af%e8%a7%a3%e9%87%8a%e7%9a%84%e8%83%b6%e5%9b%8a%e7%bd%91%e7%bb%9c%e7%ae%97%e6%b3%95%e8%af%86%e5%88%ab%e7%bb%86%e8%83%9e%e4%ba%9a","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=22752","title":{"rendered":"AI\u4e0d\u518d\u9ed1\u7bb1\uff1a\u5229\u7528\u53ef\u89e3\u91ca\u7684\u80f6\u56ca\u7f51\u7edc\u7b97\u6cd5\u8bc6\u522b\u7ec6\u80de\u4e9a\u578b"},"content":{"rendered":"
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An<\/span> interpretable deep-learning architecture of capsule networks for identifying cell-type gene expression programs from singl<\/span>e-cell RNA-sequencing data<\/span><\/span><\/p>\n

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https:\/\/www.nature.com\/articles\/s42256-020-00244-4<\/span><\/span><\/p>\n<\/section>\n<\/section>\n<\/blockquote>\n


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\u8fd1\u65e5\uff0c\u5317\u4eac\u5e08\u8303\u5927\u5b66\u5f20\u6c5f\u7814\u7a76\u7ec4\u3001\u4e2d\u56fd\u79d1\u5b66\u9662\u5317\u4eac\u57fa\u56e0\u7ec4\u7814\u7a76\u6240<\/span>\uff08\u56fd\u5bb6\u751f\u7269\u4fe1\u606f\u4e2d\u5fc3\uff09<\/span>\u8521\u519b\u7814\u7a76\u7ec4\u5408\u4f5c\u5728 Nature Machine Intelligence<\/em> \u671f\u520a\u53d1\u8868\u8bba\u6587\uff0c\u6784\u5efa\u4e86\u51b3\u7b56\u8fc7\u7a0b\u53ef\u89e3\u91ca\u7684\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u6a21\u578b\uff1a\u5355\u7ec6\u80de\u80f6\u56ca\u7f51\u7edc\uff08single cell Capsule Network, scCapsNet\uff09<\/strong>\uff0c\u5e76\u5c06\u5176\u5e94\u7528\u5230\u5355\u7ec6\u80de\u8f6c\u5f55\u7ec4\u5206\u6790\u4e2d\u3002<\/span><\/p>\n

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\u56fe1\uff1a\u4ee5hPBMCs\u7ec6\u80de\u7cfb\u548cmRBCs\u7ec6\u80de\u7cfb\u7684scRNA-seq\u6570\u636e\u96c6\u8fdb\u884c\u6d4b\u8bd5\uff0cscCapsNet\u5728\u5206\u7c7b\u4efb\u52a1\u4e0a\u8868\u73b0\u4f18\u5f02<\/span><\/p>\n

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\u800c\u5728 Geoffrey Hinton \u7b49\u63d0\u51fa\u7684\u80f6\u56ca\u7f51\u7edc\u4e2d\uff0c\u80f6\u56ca\u4ee3\u8868\u591a\u4e2a\u795e\u7ecf\u5143\u7ec4\u6210\u7684\u5411\u91cf\uff0c\u4f5c\u4e3a\u57fa\u672c\u7684\u8fd0\u7b97\u5355\u4f4d\u3002\u6bcf\u4e2a\u5411\u91cf<\/span>\uff08\u80f6\u56ca\uff09<\/span>\u4ee3\u8868\u7279\u5b9a\u5bf9\u8c61\u7684\u4e00\u79cd\u5c5e\u6027\u3002\u6240\u4ee5\uff0c\u80f6\u56ca\u7f51\u7edc\u5177\u6709\u6a21\u5757\u5316\u7684\u67b6\u6784\uff0c\u9002\u7528\u4e8e\u540c\u6837\u5177\u6709\u6a21\u5757\u5316\u7279\u5f81\u7684\u751f\u7269\u5b66\u6570\u636e\u3002<\/span><\/p>\n

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