{"id":94000,"date":"2026-08-13T12:49:02","date_gmt":"2026-08-13T04:49:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/94000.html"},"modified":"2026-08-13T12:49:02","modified_gmt":"2026-08-13T04:49:02","slug":"eeg%e8%ae%ba%e6%96%87%e5%88%86%e4%ba%ab%ef%bc%9acoglign-%e5%af%b9%e9%bd%90-eeg-%e8%84%91%e5%9b%be%e4%b8%8e%e6%96%87%e6%9c%ac%e7%9f%a5%e8%af%86%e5%9b%be%e8%b0%b1%e8%ae%a4%e7%9f%a5%e7%9a%84%e5%8f%af","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/94000.html","title":{"rendered":"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a"},"content":{"rendered":"

CogLign: Interpretable Text Sentiment Determination by Aligning Cognition Between EEG-Derived Brain Graph and Text-Derived Knowledge Graph<\/h2>\n

\u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a<\/h3>\n

\u6587\u672c\u60c5\u611f\u5206\u6790（Text Sentiment Analysis）\u662f\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e2d\u7684\u7ecf\u5178\u4efb\u52a1，\u6df1\u5ea6\u5b66\u4e60\/\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5df2\u80fd\u6709\u6548\u8bc6\u522b\u6587\u672c\u7684\u663e\u5f0f\u6216\u9690\u5f0f\u60c5\u611f\u3002\u7136\u800c，"\u9ed1\u76d2"\u95ee\u9898\u59cb\u7ec8\u5b58\u5728\u2014\u2014\u795e\u7ecf\u6a21\u578b\u5982\u4f55\u6700\u7ec8\u5224\u5b9a\u6587\u672c\u60c5\u611f，\u5176\u53ef\u89e3\u91ca\u6027\u5c1a\u672a\u88ab\u5145\u5206\u63ed\u793a\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6，\u8ba1\u7b97\u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66（Computational Cognitive Neuroscience）\u901a\u8fc7 fMRI\u3001EEG \u7b49\u6d4b\u91cf\u624b\u6bb5，\u63ed\u793a\u4e86\u4e0d\u540c\u8111\u533a\u5728\u4e0d\u540c\u60c5\u611f\u523a\u6fc0\u4e0b\u7684\u6fc0\u6d3b\u6a21\u5f0f，\u53ef\u4ee5\u6784\u5efa\u8111\u529f\u80fd\u8fde\u63a5\u56fe（Brain Graph, BG）\u6765\u8868\u5f81\u795e\u7ecf\u8ba4\u77e5\u3002\u77e5\u8bc6\u56fe\u8c31（Knowledge Graph, KG）\u5219\u901a\u8fc7 <\u5934\u5b9e\u4f53, \u5173\u7cfb, \u5c3e\u5b9e\u4f53> \u4e09\u5143\u7ec4\u5efa\u6a21\u6587\u672c\u8bed\u4e49\u8ba4\u77e5\u3002<\/p>\n

\u73b0\u6709\u7814\u7a76\u5206\u522b\u5355\u72ec\u4f7f\u7528\u8111\u56fe\u3001\u77e5\u8bc6\u56fe\u8c31\u5f00\u5c55\u60c5\u611f\u8bc6\u522b，\u5374\u4ece\u672a\u5efa\u7acb\u4e8c\u8005\u4e4b\u95f4\u7684\u8ba4\u77e5\u5173\u8054，\u65e0\u6cd5\u878d\u5408\u4eba\u8111\u795e\u7ecf\u54cd\u5e94\u4e0e\u6587\u672c\u8bed\u4e49\u4fe1\u606f\u3002\u4f5c\u8005\u63d0\u51fa\u6838\u5fc3\u7814\u7a76\u95ee\u9898：\u80fd\u5426\u5c06\u5bf9\u9f50\u8111\u56fe（BG）\u7684\u795e\u7ecf\u8ba4\u77e5\u4e0e\u77e5\u8bc6\u56fe\u8c31（KG）\u7684\u8bed\u4e49\u8ba4\u77e5，\u4ece\u800c\u4ee5"\u7c7b\u8111"\u7684\u65b9\u5f0f\u5224\u5b9a\u6587\u672c\u60c5\u611f，\u4ece\u8ba4\u77e5\u53ef\u89e3\u91ca\u6027\u7684\u89d2\u5ea6\u63d0\u5347\u60c5\u611f\u5206\u6790\u6027\u80fd？<\/p>\n

\u4e3a\u6b64，\u4f5c\u8005\u63d0\u51fa\u4e86 CogLign \u6846\u67b6\u2014\u2014\u8fd9\u662f\u9996\u4e2a\u901a\u8fc7\u77e5\u8bc6\u56fe\u8c31（KG）\u4e0e\u8111\u56fe（BG）\u4e4b\u95f4\u7684\u8ba4\u77e5\u5bf9\u9f50\u6765\u5b9e\u73b0\u53ef\u89e3\u91ca\u6587\u672c\u60c5\u611f\u5206\u6790\u7684\u5de5\u4f5c\u3002<\/p>\n

\u6570\u636e\u96c6\u4e0e\u5b9e\u9a8c\u4efb\u52a1<\/h3>\n
  • \n

    \u6838\u5fc3\u4efb\u52a1：\u5224\u5b9a\u89c6\u9891\u89e3\u8bfb\u6587\u672c（video-interpreted-text）\u7684\u60c5\u611f\/\u60c5\u7eea\u6781\u6027\u3002\u6784\u5efa"\u6d4b\u8bd5\u5e73\u53f0"\u7684\u601d\u8def\u662f\u2014\u2014\u53d7\u8bd5\u8005\u89c2\u770b\u4e0d\u540c\u60c5\u611f\u7684\u89c6\u9891\u5e76\u91c7\u96c6 EEG \u4fe1\u53f7，\u540c\u65f6\u5c06\u89c6\u9891\u60c5\u8282\u89e3\u8bfb\u4e3a\u6587\u672c，\u4f7f EEG \u4fe1\u53f7\u5e8f\u5217\u4e0e\u6587\u672c\u5e8f\u5217\u6309\u65f6\u95f4\u7a97\u4e25\u683c\u5bf9\u9f50\u3002<\/p>\n<\/li>\n

  • \n

    EEG \u6570\u636e\u96c6：EEG\u91c7\u96c6\u662f 62 \u901a\u9053 ESI NeuroScan \u7cfb\u7edf，5 \u4e2a\u9891\u6bb5（\u03b4:1-4, \u03b8:4-8, \u03b1:8-14, \u03b2:14-31, \u03b3:31-50 Hz），\u9075\u5faa\u56fd\u964510-20 \u6807\u51c6\u3002\u5305\u62ec\u4e24\u4e2a\u6570\u636e\u96c6：SEED（\u60c5\u611f\u8bc6\u522b）：15 \u540d\u53d7\u8bd5\u8005（7 \u7537）\u00d7 15 \u4e2a\u89c6\u9891 \u00d7 3 \u8f6e = 675 \u6761 EEG \u5e8f\u5217，\u60c5\u611f 3 \u7c7b（positive \/ neutral \/ negative，\u6bcf\u7c7b 5 \u4e2a\u89c6\u9891）；SEED-V（\u60c5\u7eea\u8bc6\u522b）：16 \u540d\u53d7\u8bd5\u8005（8 \u7537）\u00d7 36 \u4e2a\u89c6\u9891 \u00d7 3 \u8f6e = 1,728 \u6761 EEG \u5e8f\u5217，\u60c5\u7eea 4 \u7c7b（happy \/ neutral \/ sad \/ fear，\u6bcf\u7c7b 9 \u4e2a\u89c6\u9891）\u3002<\/p>\n<\/li>\n

  • \n

    \u6587\u672c\u4fa7：\u62db\u52df 3 \u540d\u5177\u6709\u60c5\u611f\u5206\u6790\u80cc\u666f\u7684\u53c2\u4e0e\u8005，\u5c06\u89c6\u9891\u60c5\u8282（\u800c\u975e\u5b57\u5e55，\u9632\u6b62\u4fe1\u606f\u4e22\u5931）\u6cbf\u65f6\u95f4\u8f74\u89e3\u8bfb\u4e3a\u6587\u672c\u3002\u6bcf\u4e2a 30 \u79d2\u65f6\u95f4\u7a97\u5bf9\u5e94\u4e00\u6bb5\u89e3\u8bfb\u6587\u672c，9 \u4e2a\u65f6\u95f4\u7a97（\u5171 270 \u79d2）\u6784\u6210\u5b8c\u6574\u89c6\u9891\u89e3\u8bfb\u6587\u672c\u3002\u53d6\u8bed\u4e49\u5b8c\u6574\u6027\u548c\u60c5\u611f\u4e00\u81f4\u6027\u8bc4\u5206\u6700\u9ad8\u7684\u89e3\u8bfb\u4fdd\u7559\u3002<\/p>\n<\/li>\n

  • \n

    \u6570\u636e\u89c4\u6a21：SEED \u5f97\u5230 15\u00d715\u00d73\u00d79 = 6,075 \u6bb5 EEG \u7247\u6bb5 + \u7b49\u91cf\u89e3\u8bfb\u6587\u672c\u7247\u6bb5；SEED-V \u5f97\u5230 16\u00d736\u00d73\u00d79 = 15,552 \u6bb5\u3002<\/p>\n<\/li>\n

  • \n

    \u8bc4\u4f30\u65b9\u6cd5： Cross-instance（5 \u6298\u4ea4\u53c9\u9a8c\u8bc1），Cross-subject（\u7559\u4e00\u6cd5，\u907f\u514d\u6570\u636e\u6cc4\u6f0f）<\/p>\n<\/li>\n

    \n

    \u67b6\u6784\u56fe\u4e0e\u6838\u5fc3\u65b9\u6cd5<\/h3>\n

    CogLign \u7531\u4e09\u5927\u6a21\u5757\u7ec4\u6210：\u8111\u56fe\u96c6\u6210\u6a21\u5757（BGI）\u3001\u8ba4\u77e5\u5bf9\u9f50\u6a21\u5757（CA） \u548c \u878d\u5408\u6a21\u5757（Fusion）\u3002
    \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

    1. \u8111\u56fe\u96c6\u6210\u6a21\u5757（Brain Graph Integration, BGI）<\/h4>\n

    \u4f5c\u7528\u4e8e EEG \u4fe1\u53f7\u4fa7，\u8d1f\u8d23\u5c06\u539f\u59cb EEG \u4fe1\u53f7\u8f6c\u5316\u4e3a\u7a97\u53e3\u7ea7\u8111\u56fe：
    \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      \n
    • \n

      \u9891\u8c31\u7279\u5f81\u63d0\u53d6：\u5728\u6bcf\u4e2a\u65f6\u95f4\u7a97（30 \u79d2）\u5185，\u4ee5 10 \u79d2\u4e3a\u4e0d\u91cd\u53e0\u95f4\u9694，\u4ece K \u4e2a\u7535\u6781\u7684 5 \u4e2a\u9891\u6bb5\u63d0\u53d6\u529f\u7387\u8c31\u5bc6\u5ea6（PSD） \u548c\u5fae\u5206\u71b5（DE） \u7279\u5f81，\u5f97\u5230 X\u2208Rm\u00d710\u00d7KX \\\\in \\\\mathbb{R}^{m \\\\times 10 \\\\times K}<\/span><\/span>X<\/span><\/span>\u2208<\/span><\/span><\/span><\/span>R<\/span><\/span>m<\/span>\u00d7<\/span>10<\/span>\u00d7<\/span>K<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n<\/li>\n

    • \n

      \u8111\u56fe\u6784\u5efa：\u57fa\u4e8e PSD\/DE \u7279\u5f81，\u5bf9\u6bcf\u5bf9\u7535\u6781\u8ba1\u7b97\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570\u5f97\u5230 K\u00d7KK \\\\times K<\/span><\/span>K<\/span><\/span>\u00d7<\/span><\/span><\/span><\/span>K<\/span><\/span><\/span><\/span><\/span> \u90bb\u63a5\u77e9\u9635，\u76f8\u5173\u7cfb\u6570\u4f4e\u4e8e\u9608\u503c（\u5982 0.8）\u7684\u7f6e\u96f6，\u4ee5\u523b\u753b\u8111\u56fe\u7a00\u758f\u6027\u3002<\/p>\n<\/li>\n

    • \n

      \u62d3\u6251\u7279\u5f81\u63d0\u53d6（Zigzag Persistence）：\u8fd9\u662f BGI \u7684\u4eae\u70b9\u2014\u2014\u5c06\u7a97\u53e3\u5185\u7684\u8111\u56fe\u96c6\u5408\u8f6c\u5316\u4e3a Zigzag \u8def\u5f84，\u901a\u8fc7 Zigzag \u6301\u7eed\u540c\u8c03（Zigzag Persistence）\u8ffd\u8e2a\u8111\u56fe\u62d3\u6251\u7ed3\u6784\u7684"\u51fa\u751f\u4e0e\u6b7b\u4ea1"，\u5f97\u5230\u4e8c\u7ef4 Zigzag \u6301\u7eed\u56fe（ZPD），\u8fdb\u4e00\u6b65\u8f6c\u6362\u4e3a\u8fde\u7eed Zigzag \u6301\u7eed\u56fe\u50cf（ZPI），\u7ecf CNN \u63d0\u53d6\u7a97\u53e3\u7ea7\u8111\u56fe\u62d3\u6251\u7279\u5f81 ZwiZ_{w_i}<\/span><\/span>Z<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n<\/li>\n

    • \n

      \u65f6\u7a7a\u56fe\u5377\u79ef：\u5c06\u9891\u8c31\u7279\u5f81\u5206\u522b\u7ecf\u7a7a\u95f4\u56fe\u5377\u79ef（\u5728\u540c\u4e00 10 \u79d2\u95f4\u9694\u5185\u6cbf\u7535\u6781\u7ef4\u5ea6\u4f20\u64ad）\u548c\u65f6\u95f4\u56fe\u5377\u79ef（\u8de8\u6574\u4e2a\u65f6\u95f4\u7a97）\u53d8\u6362，\u518d\u4e0e\u62d3\u6251\u7279\u5f81 ZwiZ_{w_i}<\/span><\/span>Z<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u878d\u5408，\u5f97\u5230\u7a97\u53e3\u7ea7\u8111\u56fe\u8868\u793a Hwi\u2208RK\u00d72dH_{w_i} \\\\in \\\\mathbb{R}^{K \\\\times 2d}<\/span><\/span>H<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2208<\/span><\/span><\/span><\/span>R<\/span><\/span>K<\/span>\u00d7<\/span>2<\/span>d<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n<\/li>\n

    • \n

      \u7a97\u53e3\u7ea7\u6574\u5408：\u57fa\u4e8e HwiH_{w_i}<\/span><\/span>H<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u518d\u6b21\u8ba1\u7b97\u7535\u6781\u5bf9\u76ae\u5c14\u900a\u76f8\u5173\u7cfb\u6570，\u5f97\u5230\u7a97\u53e3\u7ea7\u6574\u5408\u8111\u56fe BGwiBG_{w_i}<\/span><\/span>B<\/span>G<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n<\/li>\n<\/ul>\n

      \u8bad\u7ec3\u65f6，\u6240\u6709\u7a97\u53e3\u7ea7\u8111\u56fe\u8868\u793a\u7ecf GRU \u805a\u5408\u4e3a\u5e8f\u5217\u7ea7\u8111\u56fe\u8868\u793a，\u7528\u4ea4\u53c9\u71b5\u635f\u5931 LBGIL_{BGI}<\/span><\/span>L<\/span><\/span>B<\/span>G<\/span>I<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u9884\u6d4b\u6574\u4e2a EEG \u5e8f\u5217\u7684\u60c5\u611f\u3002<\/p>\n

      2. \u8ba4\u77e5\u5bf9\u9f50\u6a21\u5757（Cognition Alignment, CA）<\/h4>\n

      \u8fd9\u662f CogLign \u6700\u6838\u5fc3\u7684\u521b\u65b0，\u5b9e\u73b0"\u5b9e\u4f53\u2192\u7535\u6781"\u6620\u5c04（KG \u8282\u70b9\u5230 BG \u8282\u70b9\u7684\u8ba4\u77e5\u5bf9\u9f50）：
      \n\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

      (1) \u53d8\u5206\u63a8\u65ad\u5efa\u6a21：\u76ee\u6807\u662f\u6700\u4f18\u5316 P(BG\u2223KG)P(BG|KG)<\/span><\/span>P<\/span>(<\/span>B<\/span>G<\/span>\u2223<\/span>K<\/span>G<\/span>)<\/span><\/span><\/span><\/span><\/span>，\u4f46\u7531\u4e8e KG \u4e0e BG \u4e4b\u95f4\u5b58\u5728\u9690\u5f0f\u5173\u8054，\u96be\u4ee5\u76f4\u63a5\u5efa\u6a21\u3002\u901a\u8fc7\u53d8\u5206\u63a8\u65ad\u5f15\u5165\u53ef\u5b66\u4e60\u6f5c\u53d8\u91cf\u77e9\u9635 AL\u2208RN\u00d7KAL \\\\in \\\\mathbb{R}^{N \\\\times K}<\/span><\/span>A<\/span>L<\/span><\/span>\u2208<\/span><\/span><\/span><\/span>R<\/span><\/span>N<\/span>\u00d7<\/span>K<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>（N \u4e2a KG \u5b9e\u4f53 \u2192 K \u4e2a EEG \u7535\u6781），\u5c06 P(BG\u2223KG)P(BG|KG)<\/span><\/span>P<\/span>(<\/span>B<\/span>G<\/span>\u2223<\/span>K<\/span>G<\/span>)<\/span><\/span><\/span><\/span><\/span> \u5206\u89e3\u4e3a ELBO \u4e0e KL \u6563\u5ea6\u4e4b\u548c，\u6700\u7ec8\u7b49\u4ef7\u8f6c\u5316\u4e3a\u6700\u5c0f\u5316 KL(q\u03d5(AL\u2223BG)\u2225p\u03b8(AL\u2223KG))KL(q_\\\\phi(AL|BG) \\\\| p_\\\\theta(AL|KG))<\/span><\/span>K<\/span>L<\/span>(<\/span>q<\/span><\/span>\u03d5<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>A<\/span>L<\/span>\u2223<\/span>B<\/span>G<\/span>)<\/span>\u2225<\/span>p<\/span><\/span>\u03b8<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>A<\/span>L<\/span>\u2223<\/span>K<\/span>G<\/span>))<\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n

      (2) \u53cc\u7f51\u7edc\u62df\u5408\u5206\u5e03：<\/p>\n

        \n
      • P \u7f51\u7edc：\u62df\u5408 Zp\u221dp\u03b8(AL\u2223KG)Z_p \\\\propto p_\\\\theta(AL|KG)<\/span><\/span>Z<\/span><\/span>p<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u221d<\/span><\/span><\/span><\/span>p<\/span><\/span>\u03b8<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>A<\/span>L<\/span>\u2223<\/span>K<\/span>G<\/span>)<\/span><\/span><\/span><\/span><\/span>\u3002\u6587\u672c\u4fa7 KG \u5148\u7ecf TransE \u5d4c\u5165（\u52a0\u4e0a\u5165\u5ea6\/\u51fa\u5ea6\u5d4c\u5165），\u518d\u7ecf Graphormer \u7f16\u7801，\u6700\u540e\u7ecf\u81ea\u6ce8\u610f\u529b + sigmoid \u5168\u8fde\u63a5\u8f93\u51fa\u5206\u5e03 ZpZ_p<\/span><\/span>Z<\/span><\/span>p<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/li>\n
      • Q \u7f51\u7edc：\u62df\u5408 Zq\u221dq\u03d5(AL\u2223BG)Z_q \\\\propto q_\\\\phi(AL|BG)<\/span><\/span>Z<\/span><\/span>q<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u221d<\/span><\/span><\/span><\/span>q<\/span><\/span>\u03d5<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>(<\/span>A<\/span>L<\/span>\u2223<\/span>B<\/span>G<\/span>)<\/span><\/span><\/span><\/span><\/span>\u3002\u8111\u56fe\u4fa7 BGwiBG_{w_i}<\/span><\/span>B<\/span>G<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u5148\u7ecf \u56fe\u6ce8\u610f\u529b\u7f51\u7edc（GAT） \u7f16\u7801，\u518d\u7ecf\u81ea\u6ce8\u610f\u529b + sigmoid \u5168\u8fde\u63a5\u8f93\u51fa\u5206\u5e03 ZqZ_q<\/span><\/span>Z<\/span><\/span>q<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/li>\n<\/ul>\n

        (3) \u5bf9\u9f50\u77e9\u9635\u63a8\u5bfc：：\u6f5c\u53d8\u91cf\u77e9\u9635 ALwiAL_{w_i}<\/span><\/span>A<\/span>L<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u901a\u8fc7 ZpZ_p<\/span><\/span>Z<\/span><\/span>p<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4e0e ZqZ_q<\/span><\/span>Z<\/span><\/span>q<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u7684\u5185\u79ef\u5f97\u5230：<\/p>\n

        ALwi=Zp\u22c5ZqT
        \nAL_{w_i} = Z_p \\\\cdot Z_q^T
        \n<\/span><\/span>A<\/span>L<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>Z<\/span><\/span>p<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u22c5<\/span><\/span><\/span><\/span>Z<\/span><\/span>q<\/span><\/span><\/span><\/span>T<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \u5f53 KL \u6563\u5ea6\u6700\u5c0f\u5316\u65f6，ZpZ_p<\/span><\/span>Z<\/span><\/span>p<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u548c ZqZ_q<\/span><\/span>Z<\/span><\/span>q<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u5206\u5e03\u8d8b\u4e8e\u4e00\u81f4，\u6295\u5f71 Zp\u22c5ZqTZ_p \\\\cdot Z_q^T<\/span><\/span>Z<\/span><\/span>p<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u22c5<\/span><\/span><\/span><\/span>Z<\/span><\/span>q<\/span><\/span><\/span><\/span>T<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u8d8a\u9ad8，KG \u4e0e BG \u7684\u5173\u8054\u8d8a\u5145\u5206\u3002<\/p>\n

        (4) KG-to-BG \u56fe\u91cd\u5efa：\u5bf9\u9f50\u77e9\u9635 ALwiAL_{w_i}<\/span><\/span>A<\/span>L<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u53c2\u4e0e KG \u5230 BG \u7684\u91cd\u5efa\u4efb\u52a1\u2014\u2014\u7f16\u7801\u540e\u7684 KG \u7ecf ALwiAL_{w_i}<\/span><\/span>A<\/span>L<\/span><\/span>w<\/span><\/span>i<\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u89c2\u6d4b\u3001sigmoid \u5168\u8fde\u63a5，\u518d\u7ecf Graphformer \u89e3\u7801\u5668\u91cd\u5efa\u8111\u56fe，\u901a\u8fc7 LKL+LreconL_{KL} + L_{recon}<\/span><\/span>L<\/span><\/span>K<\/span>L<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span><\/span><\/span>L<\/span><\/span>r<\/span>eco<\/span>n<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u8bad\u7ec3，\u4f7f\u91cd\u5efa\u8111\u56fe\u903c\u8fd1\u539f\u59cb BGI \u8f93\u51fa\u7684\u8111\u56fe\u3002<\/p>\n

        3. \u878d\u5408\u6a21\u5757（Fusion）<\/h4>\n

        \"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"<\/p>\n

        \u8de8\u6240\u6709\u65f6\u95f4\u7a97，\u5c06\u5e8f\u5217\u7ea7\u77e5\u8bc6\u56fe\u8c31 KGAllKG_{All}<\/span><\/span>K<\/span>G<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3001\u5e8f\u5217\u7ea7\u8111\u56fe BGAllBG_{All}<\/span><\/span>B<\/span>G<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u548c\u5e8f\u5217\u7ea7\u5bf9\u9f50\u77e9\u9635 ALAllAL_{All}<\/span><\/span>A<\/span>L<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u878d\u5408，\u5224\u5b9a\u6574\u6bb5\u89c6\u9891\u89e3\u8bfb\u6587\u672c\u7684\u60c5\u611f\u6781\u6027：<\/p>\n

        Y\u2190f(KGAll,ALAll,BGAll)
        \nY \\\\leftarrow f(KG_{All}, AL_{All}, BG_{All})
        \n<\/span><\/span>Y<\/span><\/span>\u2190<\/span><\/span><\/span><\/span>f<\/span>(<\/span>K<\/span>G<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>,<\/span><\/span>A<\/span>L<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>,<\/span><\/span>B<\/span>G<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>)<\/span><\/span><\/span><\/span><\/span><\/span><\/p>\n

        \u5b9e\u9a8c\u8bc1\u660e\u62fc\u63a5\u878d\u5408（Concat） [KGAll,ALAll,BGAll][KG_{All}, AL_{All}, BG_{All}]<\/span><\/span>[<\/span>K<\/span>G<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>,<\/span><\/span>A<\/span>L<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>,<\/span><\/span>B<\/span>G<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>]<\/span><\/span><\/span><\/span><\/span> \u6548\u679c\u6700\u4f18，\u4f18\u4e8e\u52a0\u6cd5\u878d\u5408\u548c\u5355 Transformer block \u6ce8\u610f\u529b\u878d\u5408\u3002<\/p>\n

        \u603b\u635f\u5931：LAll=LBGI+LCA+LFusionL_{All} = L_{BGI} + L_{CA} + L_{Fusion}<\/span><\/span>L<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>=<\/span><\/span><\/span><\/span>L<\/span><\/span>B<\/span>G<\/span>I<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span><\/span><\/span>L<\/span><\/span>C<\/span>A<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span><\/span><\/span>L<\/span><\/span>F<\/span>u<\/span>s<\/span>i<\/span>o<\/span>n<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u3002<\/p>\n

        \n

        \u5b9e\u9a8c\u7ed3\u679c\u4e0e\u7ed3\u8bba<\/h3>\n

        \u6d88\u878d\u5b9e\u9a8c（Cross-instance \u4e0e Cross-subject）<\/h4>\n\n\u6d88\u878d\u914d\u7f6e\u6838\u5fc3\u53d1\u73b0<\/tr>\n\n\n\n\n\n
        onlyBGI<\/td>\n\u201cPSD+DE+ZPI\u201d \u7ec4\u5408\u6700\u4f18；\u4ec5\u9891\u8c31\u7279\u5f81（PSD+DE）\u65f6\u6700\u5dee，\u8bc1\u660e\u62d3\u6251\u7279\u5f81 ZPI \u66f4\u5173\u952e<\/td>\n<\/tr>\n
        BGI+CA<\/td>\n\u52a0\u5165 KG-to-BG \u5bf9\u9f50\u540e\u6027\u80fd\u63d0\u5347，\u5c24\u5176\u662f\u5e26 BG-recon（\u5b8c\u6574 LKL+LreconL_{KL}+L_{recon}<\/span><\/span>L<\/span><\/span>K<\/span>L<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>+<\/span><\/span><\/span><\/span>L<\/span><\/span>r<\/span>eco<\/span>n<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>）\u65f6<\/td>\n<\/tr>\n
        BGI+CA+Fusion<\/td>\n\u6240\u6709\u878d\u5408\u53d8\u4f53\u5747\u4f18\u4e8e\u57fa\u7ebf \u201cKG+GCN\u201d；Concat \u878d\u5408\u6700\u4f18，\u5176\u6b21\u662f Transformer-block，\u6700\u540e\u662f Add<\/td>\n<\/tr>\n
        KG+BG-AL vs KG+AL+BG<\/td>\n\u4e22\u5f03\u5bf9\u9f50\u77e9\u9635 AL \u7684\u53d8\u4f53\u8868\u73b0\u66f4\u5dee，\u8bc1\u660e"\u5b9e\u4f53\u2192\u7535\u6781"\u8ba4\u77e5\u5bf9\u9f50\u7684\u5fc5\u8981\u6027<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

        \u4e0e SOTA \u5bf9\u6bd4（Cross-instance & Cross-subject）<\/h4>\n

        \u5bf9\u6bd4\u65b9\u6cd5\u5206\u4e24\u7c7b：<\/p>\n

          \n
        • \u57fa\u4e8e\u56fe\u7684\u65b9\u6cd5：Text-GCN\u3001Tensor-GCN\u3001ie-HGCN\u3001KGAN\u3001HRLN<\/li>\n
        • \u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u65b9\u6cd5：MEDA\u3001ChatGPT\u3001THOR（\u57fa\u4e8e GPT-3.5）<\/li>\n<\/ul>\n

          \u7ed3\u8bba：CogLign-FULL \u5728 SEED（\u60c5\u611f 3 \u5206\u7c7b）\u548c SEED-V（\u60c5\u7eea 4 \u5206\u7c7b）\u4e0a，\u6240\u6709\u6307\u6807\u5747\u53d6\u5f97\u6700\u4f18\u6027\u80fd，\u4e14\u65f6\u95f4\/\u7a7a\u95f4\u590d\u6742\u5ea6\u53ef\u63a5\u53d7（\u8be6\u89c1\u8868 IV\/VI）\u3002\u56fe\u65b9\u6cd5\u4e2d HRLN（\u878d\u5408\u5f3a\u5316\u5b66\u4e60 + \u5f02\u6784\u56fe + \u5916\u90e8\u77e5\u8bc6）\u8868\u73b0\u6700\u597d，\u5176\u6b21\u662f KGAN，\u6700\u540e\u662f ie-HGCN，\u6574\u4f53\u5448 CogLign > HRLN > KGAN > ie-HGCN \u7684\u8d8b\u52bf\u3002<\/p>\n

          \u5173\u952e\u5b9e\u4f53\u6355\u83b7\u5206\u6790<\/h4>\n

          \u4ece\u6700\u7ec8\u878d\u5408\u5411\u91cf\u4e2d\u63d0\u53d6 TOP-5 \u8bc4\u5206\u5b9e\u4f53\u5bf9\u6bd4，CogLign-FULL \u80fd\u6355\u83b7\u6700\u591a\u4e0e\u771f\u5b9e\u60c5\u611f\u6807\u7b7e\u4e00\u81f4\u7684\u60c5\u611f\u8bcd，\u5176\u6b21\u662f HRLN\u3001KGAN，\u6700\u540e\u662f ie-HGCN，\u4e0e\u6027\u80fd\u6392\u540d\u4e00\u81f4\u3002<\/p>\n

          \u53ef\u89e3\u91ca\u6027\u5206\u6790（\u6838\u5fc3\u4eae\u70b9）<\/h4>\n

          (a) \u8111\u533a\u60c5\u611f\u504f\u597d\u9a8c\u8bc1：\u4ece\u5b66\u4e60\u5230\u7684\u5bf9\u9f50\u77e9\u9635 ALAll\u2208RN\u00d7KAL_{All} \\\\in \\\\mathbb{R}^{N \\\\times K}<\/span><\/span>A<\/span>L<\/span><\/span>A<\/span>l<\/span>l<\/span><\/span><\/span><\/span><\/span>\u200b<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span>\u2208<\/span><\/span><\/span><\/span>R<\/span><\/span>N<\/span>\u00d7<\/span>K<\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span><\/span> \u4e2d，\u63d0\u53d6\u6bcf\u4e2a\u5b9e\u4f53\u6700\u5173\u8054\u7684 TOP-1 \u7535\u6781，\u7edf\u8ba1\u5404\u7535\u6781\u7684\u6fc0\u6d3b\u6bd4\u4f8b，\u6309\u56fd\u9645 10-20 \u6807\u51c6\u5212\u5206\u8111\u533a：<\/p>\n

            \n
          • positive（\u79ef\u6781）\u6587\u672c\u6fc0\u6d3b\u7684\u7535\u6781\u4e3b\u8981\u96c6\u4e2d\u5728 \u9876\u53f6（Parietal, \u201cP\u201d）\u548c\u989e\u53f6（Temporal, \u201cT\u201d）<\/li>\n
          • negative（\u6d88\u6781）\u6587\u672c\u6fc0\u6d3b\u7684\u7535\u6781\u4e3b\u8981\u96c6\u4e2d\u5728 \u989d\u53f6（Frontal, \u201cF\u201d）\u548c\u6795\u53f6（Occipital, \u201cO\u201d）<\/li>\n
          • neutral（\u4e2d\u6027）\u6587\u672c\u5219\u76f8\u5bf9\u5206\u6563<\/li>\n<\/ul>\n

            \u8fd9\u4e00\u7ed3\u679c\u4e0e\u5148\u524d\u795e\u7ecf\u79d1\u5b66\u7814\u7a76\u7684\u8111\u533a\u60c5\u611f\u504f\u597d\u7ed3\u8bba\u9ad8\u5ea6\u4e00\u81f4，\u8bc1\u660e CogLign \u7684\u8ba4\u77e5\u5bf9\u9f50\u786e\u5b9e\u5b66\u5230\u4e86\u5148\u9a8c\u7684\u8111\u533a\u60c5\u611f\u504f\u597d\u77e5\u8bc6\u3002<\/p>\n

            (b) \u5b9e\u4f8b\u7ea7\u5b9e\u4f53-\u7535\u6781\u5173\u8054：\u5bf9\u5177\u4f53\u6587\u672c\u5b9e\u4f8b，\u63d0\u53d6 TOP-3 \u6fc0\u6d3b\u7535\u6781\u53ca\u5176 TOP-3 \u5173\u8054\u5b9e\u4f53，\u6240\u9009\u5b9e\u4f53\u51e0\u4e4e\u90fd\u80fd\u6e05\u6670\u53cd\u6620\u5bf9\u5e94\u60c5\u611f\u6781\u6027（positive\/neutral\/negative）\u3002<\/p>\n

            \u00a9 \u8111\u8fde\u63a5\u6a21\u5f0f\u5bf9\u6bd4：\u4e0e Sparse-DGCNN\u3001ACRNN\u3001RGNN\u3001SST-EmotionNet \u7b49 EEG \u60c5\u611f\u8bc6\u522b\u65b9\u6cd5\u5bf9\u6bd4，CogLign-FULL \u7684\u8111\u8fde\u63a5\u6a21\u5f0f\u66f4\u660e\u663e\u5730\u5448\u73b0"\u79ef\u6781\u60c5\u611f\u7535\u6781\u8fde\u63a5\u96c6\u4e2d\u5728 P\/T \u4fa7，\u6d88\u6781\u60c5\u611f\u96c6\u4e2d\u5728 F\/O \u4fa7"\u7684\u503e\u5411，\u4e14\u8fd9\u4e00\u503e\u5411\u5728 CogLign-no-Fusion \u548c CogLign-no-Align \u4e2d\u9010\u6e10\u6d88\u5931，\u8fdb\u4e00\u6b65\u9a8c\u8bc1\u4e86\u8ba4\u77e5\u5bf9\u9f50（LCA）\u7684\u5173\u952e\u4f5c\u7528\u3002<\/p>\n

            \n

            \u5c40\u9650\u6027\u4e0e\u53d1\u5c55<\/h3>\n

            \u4f18\u52bf<\/h4>\n
              \n
            • \u9996\u4e2a KG-BG \u8ba4\u77e5\u5bf9\u9f50\u7684\u53ef\u89e3\u91ca\u6587\u672c\u60c5\u611f\u5206\u6790：\u9996\u6b21\u5c06\u795e\u7ecf\u8ba4\u77e5（\u8111\u56fe）\u4e0e\u8bed\u4e49\u8ba4\u77e5（\u77e5\u8bc6\u56fe\u8c31）\u5bf9\u9f50，\u4e3a\u795e\u7ecf\u6587\u672c\u60c5\u611f\u5206\u6790\u63d0\u4f9b\u8ba4\u77e5\u5c42\u9762\u7684\u53ef\u89e3\u91ca\u6027<\/li>\n
            • \u8ba4\u77e5\u795e\u7ecf\u79d1\u5b66\u5148\u9a8c\u7684\u53ef\u9a8c\u8bc1\u6027：\u6a21\u578b\u5b66\u5230\u7684\u8111\u533a\u60c5\u611f\u504f\u597d（positive\u2192P\/T，negative\u2192F\/O）\u4e0e\u5148\u9a8c\u795e\u7ecf\u79d1\u5b66\u7ed3\u8bba\u4e00\u81f4，\u53ef\u89e3\u91ca\u6027\u5f97\u5230\u5b9e\u8bc1\u652f\u6491<\/li>\n
            • Zigzag Persistence \u62d3\u6251\u7279\u5f81：\u521b\u65b0\u6027\u5730\u7528\u6301\u7eed\u540c\u8c03\u6355\u6349\u8111\u56fe\u62d3\u6251\u52a8\u6001，\u663e\u8457\u63d0\u5347\u8111\u56fe\u8868\u5f81\u80fd\u529b<\/li>\n
            • \u53d8\u5206\u63a8\u65ad\u5bf9\u9f50\u673a\u5236：\u901a\u8fc7 ELBO \u5206\u89e3 + P\/Q \u53cc\u7f51\u7edc + \u6f5c\u53d8\u91cf\u77e9\u9635，\u4f18\u96c5\u5730\u89e3\u51b3\u4e86 KG \u4e0e BG \u4e4b\u95f4\u9690\u5f0f\u5173\u8054\u96be\u4ee5\u5efa\u6a21\u7684\u95ee\u9898<\/li>\n
            • \u53cc\u6570\u636e\u96c6\u3001\u53cc\u534f\u8bae\u9a8c\u8bc1：SEED（3 \u7c7b\u60c5\u611f）+ SEED-V（4 \u7c7b\u60c5\u7eea），cross-instance + cross-subject \u53cc\u91cd\u8bc4\u4f30，\u5168\u9762\u8d85\u8d8a\u56fe\u65b9\u6cd5\u4e0e LLM \u65b9\u6cd5<\/li>\n<\/ul>\n

              \u5c40\u9650\u6027<\/h4>\n
                \n
              • \u6570\u636e\u89c4\u6a21\u6709\u9650：SEED \u4ec5 675 \u6761\u3001SEED-V \u4ec5 1,728 \u6761\u5e8f\u5217，\u9700\u4f9d\u8d56 early-stopping \u7f13\u89e3\u8fc7\u62df\u5408<\/li>\n
              • \u6587\u672c\u89e3\u8bfb\u4f9d\u8d56\u4eba\u5de5：\u89c6\u9891\u89e3\u8bfb\u6587\u672c\u7531 3 \u540d\u53c2\u4e0e\u8005\u4eba\u5de5\u751f\u6210，\u4e3b\u89c2\u6027\u5f3a\u3001\u96be\u4ee5\u5927\u89c4\u6a21\u6269\u5c55<\/li>\n
              • \u4ec5\u9a8c\u8bc1\u60c5\u611f\/\u60c5\u7eea\u4efb\u52a1：\u8ba4\u77e5\u5bf9\u9f50\u6846\u67b6\u662f\u5426\u9002\u7528\u4e8e\u5176\u4ed6\u6587\u672c\u7406\u89e3\u4efb\u52a1（\u5982\u7acb\u573a\u68c0\u6d4b\u3001\u8bbd\u523a\u68c0\u6d4b）\u5c1a\u672a\u63a2\u7d22<\/li>\n
              • \u5355\u4e00 EEG \u6d4b\u91cf：\u4ec5\u4f7f\u7528 EEG，\u672a\u7ed3\u5408 fMRI \u7b49\u591a\u6a21\u6001\u8111\u6210\u50cf\u624b\u6bb5\u9a8c\u8bc1\u8ba4\u77e5\u6a21\u5f0f<\/li>\n<\/ul>\n

                \u672a\u6765\u62d3\u5c55\u65b9\u5411<\/h4>\n
                  \n
                • \u591a\u6a21\u6001\u8111\u6210\u50cf\u878d\u5408：\u7ed3\u5408 EEG\u3001fMRI \u7b49\u6d4b\u91cf\u624b\u6bb5，\u66f4\u5168\u9762\u523b\u753b\u8111\u533a\u534f\u4f5c\u6a21\u5f0f<\/li>\n
                • EEG \u89c6\u9891\u60c5\u611f\u5206\u6790：\u5c06\u8111\u56fe（BG）\u4e0e\u89c6\u9891\u60c5\u8282\u5bfc\u5411\u7684\u573a\u666f\u56fe（Scene Graph, SG）\u5bf9\u9f50，\u5b9e\u73b0\u53ef\u89e3\u91ca\u89c6\u9891\u60c5\u611f\u5224\u5b9a<\/li>\n
                • \u8de8\u4efb\u52a1\u6cdb\u5316：\u5c06 KG-BG \u8ba4\u77e5\u5bf9\u9f50\u6846\u67b6\u63a8\u5e7f\u5230\u66f4\u591a\u6587\u672c\u7406\u89e3\u4efb\u52a1<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"

                  CogLign: Interpretable Text Sentiment Determination by Aligning Cognition Between EEG-Derived Brain Graph and Text-Derived Knowledge Graph
                  \n\u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a
                  \n\u6587\u672c\u60c5\u611f\u5206\u6790（Text Sentiment Analysis）\u662f\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e2d\u7684\u7ecf\u5178\u4efb\u52a1，\u6df1\u5ea6\u5b66\u4e60\/\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5df2\u80fd\u6709\u6548\u8bc6\u522b\u6587\u672c\u7684\u663e\u5f0f\u6216\u9690\u5f0f\u60c5\u611f<\/p>\n","protected":false},"author":2,"featured_media":93996,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[587,9137,50,2710,613],"topic":[],"class_list":["post-94000","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-587","tag-atomgit","tag-50","tag-2710","tag-613"],"yoast_head":"\nEEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/94000.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"CogLign: Interpretable Text Sentiment Determination by Aligning Cognition Between EEG-Derived Brain Graph and Text-Derived Knowledge Graph \u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a \u6587\u672c\u60c5\u611f\u5206\u6790（Text Sentiment Analysis）\u662f\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e2d\u7684\u7ecf\u5178\u4efb\u52a1，\u6df1\u5ea6\u5b66\u4e60\/\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5df2\u80fd\u6709\u6548\u8bc6\u522b\u6587\u672c\u7684\u663e\u5f0f\u6216\u9690\u5f0f\u60c5\u611f\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.wsisp.com\/helps\/94000.html\" \/>\n<meta property=\"og:site_name\" content=\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"article:published_time\" content=\"2026-08-13T04:49:02+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813044900-6a7d4cbc468fb.png\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4\" \/>\n\t<meta name=\"twitter:data2\" content=\"5 \u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/94000.html\",\"url\":\"https:\/\/www.wsisp.com\/helps\/94000.html\",\"name\":\"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"isPartOf\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\"},\"datePublished\":\"2026-08-13T04:49:02+00:00\",\"dateModified\":\"2026-08-13T04:49:02+00:00\",\"author\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\"},\"breadcrumb\":{\"@id\":\"https:\/\/www.wsisp.com\/helps\/94000.html#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/www.wsisp.com\/helps\/94000.html\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/94000.html#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/www.wsisp.com\/helps\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#website\",\"url\":\"https:\/\/www.wsisp.com\/helps\/\",\"name\":\"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\",\"description\":\"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41\",\"name\":\"admin\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"contentUrl\":\"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery\",\"caption\":\"admin\"},\"sameAs\":[\"http:\/\/wp.wsisp.com\"],\"url\":\"https:\/\/www.wsisp.com\/helps\/author\/admin\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.wsisp.com\/helps\/94000.html","og_locale":"zh_CN","og_type":"article","og_title":"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","og_description":"CogLign: Interpretable Text Sentiment Determination by Aligning Cognition Between EEG-Derived Brain Graph and Text-Derived Knowledge Graph \u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a \u6587\u672c\u60c5\u611f\u5206\u6790（Text Sentiment Analysis）\u662f\u81ea\u7136\u8bed\u8a00\u7406\u89e3\u4e2d\u7684\u7ecf\u5178\u4efb\u52a1，\u6df1\u5ea6\u5b66\u4e60\/\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u5df2\u80fd\u6709\u6548\u8bc6\u522b\u6587\u672c\u7684\u663e\u5f0f\u6216\u9690\u5f0f\u60c5\u611f","og_url":"https:\/\/www.wsisp.com\/helps\/94000.html","og_site_name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","article_published_time":"2026-08-13T04:49:02+00:00","og_image":[{"url":"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/08\/20260813044900-6a7d4cbc468fb.png"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005":"admin","\u9884\u8ba1\u9605\u8bfb\u65f6\u95f4":"5 \u5206"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/www.wsisp.com\/helps\/94000.html","url":"https:\/\/www.wsisp.com\/helps\/94000.html","name":"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","isPartOf":{"@id":"https:\/\/www.wsisp.com\/helps\/#website"},"datePublished":"2026-08-13T04:49:02+00:00","dateModified":"2026-08-13T04:49:02+00:00","author":{"@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41"},"breadcrumb":{"@id":"https:\/\/www.wsisp.com\/helps\/94000.html#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.wsisp.com\/helps\/94000.html"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/www.wsisp.com\/helps\/94000.html#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/www.wsisp.com\/helps"},{"@type":"ListItem","position":2,"name":"EEG\u8bba\u6587\u5206\u4eab\uff1aCogLign \u5bf9\u9f50 EEG \u8111\u56fe\u4e0e\u6587\u672c\u77e5\u8bc6\u56fe\u8c31\u8ba4\u77e5\u7684\u53ef\u89e3\u91ca\u60c5\u611f\u5224\u5b9a"}]},{"@type":"WebSite","@id":"https:\/\/www.wsisp.com\/helps\/#website","url":"https:\/\/www.wsisp.com\/helps\/","name":"\u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3","description":"\u9999\u6e2f\u670d\u52a1\u5668_\u9999\u6e2f\u4e91\u670d\u52a1\u5668\u8d44\u8baf_\u670d\u52a1\u5668\u5e2e\u52a9\u6587\u6863_\u670d\u52a1\u5668\u6559\u7a0b","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.wsisp.com\/helps\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/358e386c577a3ab51c4493330a20ad41","name":"admin","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/www.wsisp.com\/helps\/#\/schema\/person\/image\/","url":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","contentUrl":"https:\/\/gravatar.wp-china-yes.net\/avatar\/?s=96&d=mystery","caption":"admin"},"sameAs":["http:\/\/wp.wsisp.com"],"url":"https:\/\/www.wsisp.com\/helps\/author\/admin"}]}},"_links":{"self":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/94000","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/comments?post=94000"}],"version-history":[{"count":0,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/posts\/94000\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media\/93996"}],"wp:attachment":[{"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/media?parent=94000"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/categories?post=94000"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/tags?post=94000"},{"taxonomy":"topic","embeddable":true,"href":"https:\/\/www.wsisp.com\/helps\/wp-json\/wp\/v2\/topic?post=94000"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}