{"id":439,"date":"2025-04-03T09:31:11","date_gmt":"2025-04-03T01:31:11","guid":{"rendered":"http:\/\/106.52.84.14\/?p=439"},"modified":"2025-04-03T09:31:11","modified_gmt":"2025-04-03T01:31:11","slug":"%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e8%84%91%e7%bd%91%e7%bb%9c%e7%a0%94%e7%a9%b6","status":"publish","type":"post","link":"https:\/\/www.mics-ai.com\/index.php\/2025\/04\/03\/%e5%9f%ba%e4%ba%8e%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e8%84%91%e7%bd%91%e7%bb%9c%e7%a0%94%e7%a9%b6\/","title":{"rendered":"\u57fa\u4e8e\u6df1\u5ea6\u5b66\u4e60\u7684\u8111\u7f51\u7edc\u7814\u7a76"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>MICS\u79d1\u7814\u7b80\u8baf\u7b2c\u516d\u671f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd1\u5e74\u6765\uff0c\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u5728\u8111\u7f51\u7edc\u7684\u5206\u6790\u4e2d\u53d6\u5f97\u4e86\u79ef\u6781\u8fdb\u5c55\u3002\u5927\u8111\u529f\u80fd\u7f51\u7edc\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u5728\u65f6\u7a7a\u591a\u5c3a\u5ea6\u4e0a\u7684\u590d\u6742\u7cfb\u7edf\u3002\u4f20\u7edf\u6d45\u5c42\u5206\u6790\u65b9\u6cd5\uff08\u5305\u62ec\u4e00\u822c\u7ebf\u6027\u6a21\u578b\uff0c\u72ec\u7acb\u6210\u5206\u5206\u6790\uff0c\u7a00\u758f\u8868\u793a\u548c\u5b57\u5178\u5b66\u4e60\u7b49\u7b97\u6cd5\uff09\u4f9d\u6258\u4e8e\u7ebf\u6027\u5047\u8bbe\uff0c\u5728\u523b\u753b\u8111\u7f51\u7edc\u65f6\u7a7a\u591a\u5c3a\u5ea6\u7279\u6027\u65b9\u9762\u6027\u80fd\u53d7\u9650\u3002\u76f8\u53cd\u7684\uff0c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u5f88\u5f3a\u7684\u7279\u5f81\u5b66\u4e60\u80fd\u529b\u548c\u591a\u5c42\u6b21\u8868\u8fbe\u80fd\u529b\uff0c\u4e3a\u6316\u6398fMRI\u8111\u529f\u80fd\u6d3b\u52a8\u7684\u590d\u6742\u65f6\u7a7a\u5173\u7cfb\u3001\u5efa\u7acb\u65f6\u7a7a\u591a\u5c42\u6b21\u7684\u8111\u7f51\u7edc\u63d0\u4f9b\u4e86\u6709\u529b\u7684\u5de5\u5177\u3002\u4eca\u5929\u4e3a\u5927\u5bb6\u4ecb\u7ecd\u4e24\u7bc7\u5229\u7528\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\u6765\u8fdb\u884c\u8111\u7f51\u7edc\u5206\u6790\u7684\u524d\u6cbf\u8bba\u6587\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u7bc7\u662fModeling Task fMRI Data via Deep Convolutional Autoencoder[1]\uff0c\u4e8e2018\u5e74\u53d1\u8868\u5728IEEE Transactions on Medical Imaging\uff0c\u4f5c\u8005\u662f\u9ec4\u6052\u7b49\u4eba\u3002\u8fd9\u7bc7\u6587\u7ae0\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u6df1\u5ea6\u5377\u79ef\u81ea\u7f16\u7801\u5668\u6a21\u578b(Deep Convolutional Autoencoder, DCAE)\u6765\u5206\u6790fMRI\u8111\u529f\u80fd\u7f51\u7edc\u3002\u6587\u7ae0\u7684\u4e3b\u8981\u601d\u8def\u662f\u5229\u7528\u6df1\u5ea6\u5377\u79ef\u81ea\u7f16\u7801\u5668\u7684\u7279\u5f81\u81ea\u5b66\u4e60\u80fd\u529b\uff0c\u5728\u6ca1\u6709\u4eba\u5de5\u6807\u7b7e\u7684\u60c5\u51b5\u4e0b\u5bf9fMRI\u65f6\u5e8f\u4fe1\u53f7\u8fdb\u884c\u6570\u5b66\u5efa\u6a21\uff0c\u6316\u6398\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u7684fMRI\u4fe1\u53f7\u7279\u5f81\uff0c\u5e76\u6839\u636e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u5b66\u5230\u7684\u591a\u5c42\u6b21\u7279\u5f81\uff0c\u8fdb\u4e00\u6b65\u91cd\u6784\u65f6\u95f4\u5c42\u6b21\u5c3a\u5ea6\u8111\u529f\u80fd\u7f51\u7edc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u7bc7\u662fDiscovering Hierarchical Common Brain Networks via Multimodal Deep Belief Network[2]\uff0c\u4e8e2019\u5e74\u53d1\u8868\u5728Medical Image Analysis\uff0c\u4f5c\u8005\u662f\u5f20\u67a2\u7b49\u4eba\u3002\u8fd9\u7bc7\u6587\u7ae0\u5229\u7528\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edc(Deep Belief Network\uff0cDBN)\u6765\u63a2\u7d22\u8111\u7f51\u7edc\u7684\u5c42\u6b21\u7ed3\u6784\uff08hierarchal\uff09\u3002\u6587\u7ae0\u7684\u4e3b\u8981\u601d\u8def\u662f\u5229\u7528DBN\u7684\u5c42\u6b21\u7ed3\u6784\u7279\u5f81\u5b66\u4e60\u80fd\u529b\uff0c\u5206\u6790\u5927\u8111\u529f\u80fd\u4e0e\u7ed3\u6784\u7684\u8fde\u901a\u7279\u5f81\u7684\u5c42\u6b21\u5316\u8868\u8fbe\uff0c\u4ece\u800c\u63a2\u7a76\u4e0d\u540c\u5c42\u6b21\u7684\u529f\u80fd\u4e0e\u7ed3\u6784\u7684\u8054\u5408\u7f51\u7edc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u7b80\u8981\u4ecb\u7ecd\u8fd9\u4e24\u7bc7\u6587\u7ae0\u5de5\u4f5c\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e00\u3001Modeling Task fMRI Data via Deep Convolutional Autoencoder<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u66f4\u597d\u5730\u63d0\u53d6\u51fa\u4e0d\u540c\u5c42\u6b21\u7684fMRI\u4fe1\u53f7\u7279\u5f81\uff0c\u8fdb\u800c\u63d0\u53d6\u4e0d\u540c\u5c42\u6b21\u7684\u8111\u529f\u80fd\u7f51\u7edc\uff0c\u6587\u7ae0\u63d0\u51fa\u4e86\u6df1\u5ea6\u5377\u79ef\u81ea\u7f16\u7801\u7b97\u6cd5(Deep Convolutional Autoencoder, DCAE)\u3002DCAE\u6a21\u578b\u4e3b\u8981\u7531\u7f16\u7801\u5668\u548c\u89e3\u7801\u5668\u4e24\u90e8\u5206\u7ec4\u6210\u3002\u7f16\u7801\u5668\u8d1f\u8d23\u5c06\u8f93\u5165\u7684fMRI\u65f6\u95f4\u4fe1\u53f7\u6620\u5c04\u6210\u66f4\u9ad8\u5c42\u6b21\u7684\u7279\u5f81\u6620\u5c04\uff0c\u800c\u89e3\u7801\u5668\u5219\u8d1f\u8d23\u76f8\u53cd\u7684\u91cd\u6784\u5de5\u4f5c\u3002\u901a\u8fc7\u8fd9\u6837\u7684\u673a\u5236\uff0c\u6df1\u5c42\u5377\u79ef\u81ea\u7f16\u7801\u5668\u53ef\u4ee5\u5728\u6ca1\u6709\u4eba\u5de5\u6807\u7b7e\u7684\u60c5\u51b5\u4e0b\u5bf9fMRI\u65f6\u5e8f\u4fe1\u53f7\u8fdb\u884c\u6570\u5b66\u5efa\u6a21\uff0c\u63d0\u53d6\u4e0d\u540c\u5c42\u6b21\u7684fMRI\u4fe1\u53f7\u7279\u5f81\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-7-15-1-1.jpg\" alt=\"\" class=\"wp-image-440\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe 1 \u57fa\u4e8e\u6df1\u5ea6\u5377\u79ef\u81ea\u7f16\u7801\u5668\u7684\u8111\u7f51\u7edc\u5206\u6790\u6d41\u7a0b\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e3a\u4e86\u8bba\u8bc1\u7b97\u6cd5\u7684\u6709\u6548\u6027\uff0c\u4f5c\u8005\u8bbe\u8ba1\u4e86\u4e24\u4e2a\u9a8c\u8bc1\u5b9e\u9a8c\uff1a\u7406\u8bba\u54cd\u5e94\u6a21\u578b\u9a8c\u8bc1\u5b9e\u9a8c\u548c\u5b57\u5178\u5b66\u4e60\u9a8c\u8bc1\u5b9e\u9a8c\u3002\u7406\u8bba\u54cd\u5e94\u6a21\u578b\u4ece\u4fe1\u53f7\u4f20\u64ad\u7684\u89d2\u5ea6\u8003\u8651\u4e86\u5b9e\u9a8c\u523a\u6fc0\u8303\u5f0f\u5f15\u53d1\u7684\u8111\u54cd\u5e94\u6a21\u5f0f\u4e0d\u540c\u65f6\u95f4\u5c3a\u5ea6\u4e0a\u7684\u5b58\u5728\u5f62\u5f0f\uff1b\u5b57\u5178\u5b66\u4e60\u9a8c\u8bc1\u5b9e\u9a8c\u53ef\u89c6\u5316\u4e86\u5728\u4e0d\u540c\u795e\u7ecf\u7f51\u7edc\u5c42\u5f97\u5230\u7684\u8111\u7f51\u7edc\u7a7a\u95f4\u5206\u5e03\u3002\u56fe1\u662f\u57fa\u4e8eDCAE\u7684fMRI\u5206\u6790\u6846\u67b6\u3002\u56fe2\u548c\u56fe3\u5206\u522b\u662f\u7406\u8bba\u54cd\u5e94\u6a21\u578b\u9a8c\u8bc1\u5b9e\u9a8c\u548c\u5b57\u5178\u5b66\u4e60\u9a8c\u8bc1\u5b9e\u9a8c\u7684\u5b9e\u9a8c\u6d41\u7a0b\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-7-16-1-1.jpg\" alt=\"\" class=\"wp-image-441\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u56fe 2 \u7406\u8bba\u54cd\u5e94\u6a21\u578b\u7684\u751f\u6210\u8fc7\u7a0b<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-1-19-12-1-1.png\" alt=\"\" class=\"wp-image-442\"\/><\/figure>\n<\/div>\n\n\n<p class=\"wp-block-paragraph\">\u56fe 3 \u5b57\u5178\u5b66\u4e60\u7684\u5b9e\u9a8c\u8fc7\u7a0b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6587\u7ae0\u4e2d\uff0c\u4f5c\u8005\u4f7f\u7528DCAE\u4e0d\u4ec5\u6210\u529f\u7684\u63d0\u53d6\u5230\u4e86\u5177\u6709\u5c42\u6b21\u7ed3\u6784\u7684\u6570\u636e\u7279\u5f81\uff0c\u8fd8\u627e\u5230\u4e86\u8bb8\u591a\u4f20\u7edf\u5206\u6790\u65b9\u6cd5\u5f88\u96be\u53d1\u73b0\u7684\u4e00\u4e9b\u8111\u529f\u80fd\u6d3b\u52a8\u6a21\u5f0f\uff0c\u4f8b\u5982\u79ef\u5206\u6a21\u5f0f\uff08Integral\uff09\uff0c\u5fae\u5206\u6a21\u5f0f\uff08Derivate\uff09\u4ee5\u53ca\u5ef6\u8fdf\u6a21\u5f0f\uff08Delay\uff09\u7b49\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-7-17-1-1.jpg\" alt=\"\" class=\"wp-image-443\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe 4 DCAE\u6a21\u578b\u53d1\u73b0\u7684\u65b0\u9896\u7684\u8111\u529f\u80fd\u6d3b\u52a8\u6a21\u5f0f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e8c\u3001Discovering Hierarchical Common Brain Networks via Multimodal Deep Belief Network<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7bc7\u6587\u7ae0\u901a\u8fc7\u5229\u7528\u6df1\u5ea6\u4fe1\u5ff5\u7f51\u7edcDeep Belief Network (DBN) \u6a21\u578b\u5206\u6790\u5927\u8111\u7f51\u7edc\u7684\u5c42\u6b21\u7ed3\u6784\u3002\u6587\u7ae0\u7684\u7814\u7a76\u601d\u8def\u662f\u5229\u7528\u7ed3\u6784\u548c\u529f\u80fd\u8fde\u63a5\u7279\u6027\u4f5c\u4e3a\u4f53\u7d20\u7684\u8054\u5408\u7279\u5f81\u63cf\u8ff0\uff0c\u4f7f\u7528DBN\u5bf9\u8054\u5408\u7279\u5f81\u8fdb\u884c\u65e0\u76d1\u7763\u5b66\u4e60\uff0c\u83b7\u53d6\u5c42\u7ea7\u7684\u7279\u5f81\u8868\u8fbe\uff0c\u5e76\u5c06\u5404\u5c42\u7279\u5f81\u6620\u5c04\u56de\u8111\u6210\u50cf\u7a7a\u95f4\uff0c\u6784\u5efa\u5927\u8111\u7f51\u7edc\u7684\u5c42\u7ea7\u7ed3\u6784\u3002<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"http:\/\/106.52.84.14\/wp-content\/uploads\/2025\/04\/image-85-7-18-1-1.jpg\" alt=\"\" class=\"wp-image-444\"\/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center wp-block-paragraph\">\u56fe&nbsp;5 \u57fa\u4e8eDBN\u6a21\u578b\u7684\u5927\u8111\u5c42\u7ea7\u7f51\u7edc\u5206\u6790\u6d41\u7a0b\u56fe<\/p>\n\n\n\n<p 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Machine\uff0cRBM\uff09\u6784\u6210\u7684DBN\u6a21\u578b\uff0c\u662f\u53d7\u8be5\u5b9e\u9a8c\u5ba4\u524d\u671f\u7814\u7a76\u5de5\u4f5c[3]\u7684\u542f\u53d1\u3002[3]\u4e2d\u9a8c\u8bc1\u4e86\u5355\u5c42RBM\u76f8\u6bd4\u4f20\u7edf\u7684\u65b9\u6cd5\uff0c\u53ef\u4ee5\u66f4\u597d\u7684\u6291\u5236\u5047\u9633\u6027\u548c\u5047\u9634\u6027\u6fc0\u6d3b\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6587\u4e2d\u7684DBN\u7531\u4e09\u5c42RBM\u6784\u6210\uff0c\u5728\u4e09\u5c42\u4e0a\u5206\u522b\u91cd\u6784\u4e86100, 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class=\"wp-block-paragraph\"><strong>\u53c2\u8003\u6587\u732e\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[1]&nbsp;Heng Huang, Xintao Hu, Yu Zhao, Milad Makkie, Qinglin Dong, Shijie Zhao, Lei Guo, Tianming Liu, Modeling Task fMRI Data via Deep Convolutional Autoencoder, IEEE Transactions on Medical Imaging, 2018, 37(7): 1551-1561.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[2]&nbsp;Shu Zhang, Qinglin Dong, Wei Zhang, Heng Huang, Dajiang Zhu, Tianming Liu, Discovering Hierarchical Common Brain Networks via Multimodal Deep Belief Network, Medical Image Analysis, 2019: 238-252.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[3]&nbsp;Xintao Hu, Heng Huang, Bo Peng, Junwei Han, Nian Liu, Jinglei Lv, Lei Guo, Christine Guo, Tianming Liu, Latent Source Mining in FMRI via Restricted Boltzmann Machine, Human Brain Mapping, 2018, 39(6): 2368-2380.<\/p>\n\n\n\n<p class=\"has-text-align-right 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