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McCarthy\u63d0\u51fa\u201c\u4eba\u5de5\u667a\u80fd\u201d\uff08Artificial Intelligence\uff09\u6982\u5ff5\uff0c\u4eba\u5de5\u667a\u80fd\u4e00\u76f4\u6cbf\u7740\u4e09\u6761\u6280\u672f\u8def\u7ebf\u5c55\u5f00\uff1a\u4e00\u662f\u7814\u53d1\u6a21\u4eff\u4eba\u7c7b\u7684\u673a\u5668\u4eba\uff1b\u4e8c\u662f\u5f00\u53d1\u57fa\u4e8e\u89c4\u5219\u7684\u4e13\u5bb6\u7cfb\u7edf\uff1b\u4e09\u662f\u5f00\u53d1\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002\u673a\u5668\u4eba\u7814\u53d1\u5b9e\u9645\u4e0a\u662f\u4e13\u5bb6\u7cfb\u7edf\u548c\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5728\u6a21\u4eff\u4eba\u7684\u673a\u5668\u7684\u8bbe\u8ba1\u5236\u9020\u4e2d\u7684\u5e94\u7528\u3002\u4ece\u7406\u8bba\u65b9\u6cd5\u89d2\u5ea6\u6765\u770b\uff0c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u53d1\u5c55\u4e3b\u8981\u6cbf\u7740\u4e13\u5bb6\u7cfb\u7edf\u548c\u795e\u7ecf\u7f51\u7edc\u4e24\u6761\u9053\u8def\u524d\u8fdb\u3002<\/p>\n<p>20\u4e16\u7eaa70\u201490\u5e74\u4ee3\uff0c\u4e13\u5bb6\u7cfb\u7edf\u83b7\u5f97\u4e86\u5feb\u901f\u53d1\u5c55\uff0c\u8bfa\u8d1d\u5c14\u7ecf\u6d4e\u5b66\u5956\u83b7\u5f97\u8005\u897f\u8499\u671f\u671b\u5c06\u201c\u4eba\u7684\u51b3\u7b56\u8fc7\u7a0b\u548c\u95ee\u9898\u6c42\u89e3\u8fc7\u7a0b\u201d[12]\u7528\u8ba1\u7b97\u673a\u8f6f\u4ef6\u6765\u4ee3\u66ff\uff0cIMB\u516c\u53f8\u7814\u53d1\u7684\u201c\u6df1\u84dd\u201d\uff08Deep Blue\uff09\u673a\u5668\u4eba\u57281997\u5e74\u6218\u80dc\u56fd\u9645\u8c61\u68cb\u51a0\u519bGarry Kasparov\uff0c\u4f7f\u57fa\u4e8e\u89c4\u5219\u7684\u4e13\u5bb6\u7cfb\u7edf\u53d1\u5c55\u8fbe\u5230\u4e86\u9876\u5cf0\u30022014\u5e74\uff0cIBM\u516c\u53f8\u6210\u7acb\u201cWatson Group\u201d\uff08\u6c83\u68ee\u96c6\u56e2\uff09\uff0c\u7ee7\u7eed\u5728\u57fa\u4e8e\u89c4\u5219\u7684\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u5f00\u53d1\u65b9\u9762\u52aa\u529b\u30022015\u5e74\uff0cIBM\u4e0e\u201c\u5fb7\u5dde\u5927\u5b66MD\u5b89\u5fb7\u68ee\u764c\u75c7\u4e2d\u5fc3\u201d\uff08UT MD Anderson Cancer Center\uff09\u5408\u4f5c\u6210\u7acb\u4eba\u5de5\u667a\u80fd\u533b\u7597\u90e8\u95e8Watson Health\uff0c\u5f00\u53d1\u4e34\u5e8a\u51b3\u7b56\u5e94\u7528\u7cfb\u7edfOncology Expert Advisor\uff08OEA\uff0c\u80bf\u7624\u4e13\u5bb6\u987e\u95ee\uff09\uff0c\u671f\u671b\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u6280\u672f\u4e00\u4e3e\u89e3\u51b3\u5f53\u524d\u56f0\u6270\u4eba\u7c7b\u7684\u80bf\u7624\u8bca\u7597\u95ee\u9898\u3002\u4f46\u662f\u5b9e\u8df5\u63a2\u7d22\u6548\u679c\u5e76\u4e0d\u7406\u60f3\uff0c\u5408\u4f5c\u5355\u4f4d\u4e8e2016\u5e74\u5e95\u5ba3\u5e03\u4e2d\u6b62\u5408\u4f5c\uff1b2018\u5e74\uff0cIBM\u7684\u4eba\u5de5\u667a\u80fd\u533b\u7597\u90e8\u95e8\u5ba3\u5e03\u5927\u88c1\u5458\uff0c\u4f7f\u6cbf\u7740\u5f00\u53d1\u4e13\u5bb6\u7cfb\u7edf\u7684\u4eba\u5de5\u667a\u80fd\u53d1\u5c55\u9053\u8def\u53d7\u632b\u3002\u5176\u5b9e\uff0c\u5f53\u524d\u4f7f\u7528\u7684\u4e3b\u6d41\u4eba\u5de5\u667a\u80fd\u8f6f\u4ef6\u548c\u5176\u4ed6\u8f6f\u4ef6\u7a0b\u5e8f\uff0c\u5305\u62ecPython\u3001TensorFlow\u3001C++\u3001Stat\u3001SPSS\u7b49\uff0c\u90fd\u662f\u57fa\u4e8e\u89c4\u5219\u7684\u4e13\u5bb6\u7cfb\u7edf\u3002IBM\u7684\u80bf\u7624\u4e13\u5bb6\u987e\u95ee\u7cfb\u7edf\u7684\u5931\u8d25\uff0c\u5e76\u4e0d\u662f\u57fa\u4e8e\u89c4\u5219\u7684\u4e13\u5bb6\u7cfb\u7edf\u6280\u672f\u672c\u8eab\u7684\u5931\u8d25\uff0c\u800c\u662fIBM\u516c\u53f8\u9009\u62e9\u8ba9\u673a\u5668\u6765\u89e3\u51b3\u4eba\u7c7b\u81ea\u8eab\u76ee\u524d\u90fd\u4e0d\u80fd\u89e3\u51b3\u7684\u201c\u80bf\u7624\u201d\u95ee\u9898\u7684\u5e94\u7528\u9009\u62e9\u65b9\u5411\u4e0a\u7684\u5931\u8d25\u3002\u4eba\u5de5\u667a\u80fd\u9996\u5148\u662f\u201c\u4eba\u5de5\u201d\uff0c\u5176\u6b21\u624d\u662f\u201c\u667a\u80fd\u201d\uff0c\u5982\u679c\u4eba\u7c7b\u81ea\u8eab\u5728\u8ba4\u8bc6\u548c\u7406\u8bba\u4e0a\u8fd8\u6ca1\u6709\u89e3\u51b3\u76f8\u5173\u95ee\u9898\uff0c\u671f\u671b\u8ba9\u8ba1\u7b97\u673a\u6a21\u578b\u3001\u8f6f\u4ef6\u7b49\u673a\u5668\u901a\u8fc7\u81ea\u52a8\u5b66\u4e60\u6765\u81ea\u52a8\u89e3\u51b3\u95ee\u9898\u5f88\u4e0d\u73b0\u5b9e\u3002<\/p>\n<p>\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5728\u8fc7\u53bb\u768460\u5e74\u91cc\u7ecf\u5386\u4e86\u4e09\u6b21\u5927\u8d77\u5927\u843d\uff0c\u4e5f\u8bf4\u660e\u8fd9\u6761\u6280\u672f\u8def\u7ebf\u8fd8\u5b58\u5728\u81f4\u547d\u7f3a\u9677\u3002\u8ba9\u6211\u4eec\u901a\u8fc7\u7b80\u5355\u56de\u987e\u8fd9\u6bb5\u5386\u53f2\u6765\u8bf4\u660e\u30021949\u5e74\uff0c\u8d6b\u5e03(Hebb)\u9996\u6b21\u501f\u9274\u795e\u7ecf\u5143\u7406\u8bba\u63d0\u51fa\u57fa\u4e8e\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u5355\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff0c\u5b83\u5c06\u8f93\u5165\u4fe1\u606f\u6309\u7167\u5b83\u4eec\u7684\u76f8\u4f3c\u6027\u5212\u5206\u4e3a\u82e5\u5e72\u7c7b\uff0c\u4e4b\u540e\u901a\u8fc7\u8c03\u6574\u7279\u5f81\u7c7b\u578b\u4e4b\u95f4\u7684\u6fc0\u6d3b\u6c34\u5e73\uff08\u6743\u91cd\u7cfb\u6570\uff09\uff0c\u6765\u5bfb\u6c42\u5bf9\u6d4b\u7b97\u96c6\u4fe1\u606f\u548c\u8bad\u7ec3\u96c6\u4fe1\u606f\u6765\u8bf4\u5177\u6709\u6700\u4f73\u5b66\u4e60\u901f\u7387\u7684\u6a21\u578b\u3002[13]\u4e4b\u6240\u4ee5\u5c06\u5176\u79f0\u4e4b\u4e3a\u6700\u4f73\u5b66\u4e60\u901f\u7387\u800c\u4e0d\u662f\u6700\u4f18\u5316\u6a21\u578b\uff0c\u662f\u56e0\u4e3a\u8fd9\u79cd\u6a21\u578b\u662f\u4f9d\u9760\u8f93\u5165\u548c\u8f93\u51fa\u7684\u6570\u636e\u8bad\u7ec3\u6240\u5efa\u7acb\u7684\uff0c\u662f\u4e00\u79cd\u6570\u636e\u5b66\u4e60\uff08\u8bad\u7ec3\uff09\u5f97\u6765\u7684\u6a21\u578b\uff0c\u5176\u51c6\u786e\u6027\u8fd8\u8981\u7528\u6d4b\u8bd5\u96c6\u6570\u636e\u6765\u68c0\u9a8c\u30021958\u5e74\uff0cRossenblatt\u63d0\u51fa\u611f\u77e5\u673a\u6a21\u578b\uff0c\u901a\u8fc7\u5bf9\u8f93\u5165\u6570\u636e\u7684\u201c\u6b63\u5219\u5316\u201d\uff08regularization\uff09\u5904\u7406\uff0c\u4f9d\u9760\u6743\u91cd\u8870\u51cf\u7b49\u201c\u6cdb\u5316\u6280\u672f\u201d\uff08generalization\uff09\uff0c\u4f7f\u6a21\u578b\u5bf9\u6570\u636e\u7684\u8bc6\u522b\u80fd\u529b\u5f97\u5230\u8fdb\u4e00\u6b65\u63d0\u9ad8\u3002[14]\u4f46\u662f\uff0c1969\u5e74\uff0cMinsky\u51fa\u7248\u4e86\u300aPerceptron\u300b\u4e00\u4e66\uff0c\u7528\u6570\u5b66\u65b9\u6cd5\u8bc1\u660e\u611f\u77e5\u673a\u6a21\u578b\u662f\u7ebf\u6027\u5206\u7c7b\u6a21\u578b\uff0c\u800c\u201c\u5f02\u6216\u201d\u95ee\u9898\u662f\u7ebf\u6027\u4e0d\u53ef\u5206\u7684\uff0c\u5982\u679c\u5c06\u8ba1\u7b97\u5c42\u589e\u52a0\u5230\u4e24\u5c42\uff0c\u5219\u8ba1\u7b97\u91cf\u4f1a\u8fc7\u5927\uff0c\u5e76\u4e14\u4e5f\u6ca1\u6709\u6709\u6548\u7684\u7b97\u6cd5\u6a21\u578b\u6765\u6c42\u89e3\u3002\u6b64\u540e\u4eba\u5de5\u667a\u80fd\u6280\u672f\u9677\u5165\u4f4e\u6f6e\uff0c\u4e00\u76f4\u52301982\u5e74Hopfield\u63d0\u51fa\u201c\u53cd\u9988\u795e\u7ecf\u7f51\u7edc\u201d\uff08BP\uff0cBack Propagation\uff09\uff0c\u901a\u8fc7\u5efa\u7acb\u201c\u591a\u5c42\u611f\u77e5\u5668\u201d\uff08MLP\uff0cMultilayer Perceptron\uff0c\u4e00\u79cd\u524d\u9988\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff09\uff0c[15]\u5c06\u8f93\u5165\u7684\u591a\u4e2a\u6570\u636e\u96c6\u6620\u5c04\u5230\u5355\u4e00\u8f93\u51fa\u7684\u6570\u636e\u96c6\u4e0a\uff0c\u624d\u89e3\u51b3\u4e86\u7ebf\u6027\u4e0d\u53ef\u5206\u95ee\u9898\u3002\u7531\u6b64\u800c\u5e26\u6765\u4e86\u57fa\u4e8e\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u7b2c\u4e8c\u6b21\u9ad8\u6f6e\u30021986\u5e74\uff0cRumelhart\u3001Hintonh\u548cMcClelland\u63d0\u51fa\u201c\u8bef\u5dee\u53cd\u9988\u795e\u7ecf\u7f51\u7edc\u201d\uff08Error BackProragation\uff09\uff0c\u901a\u8fc7\u8f93\u5165\u4fe1\u53f7\u6b63\u5411\u4f20\u64ad\u548c\u8bc6\u522b\u8bef\u5dee\u53cd\u5411\u4f20\u64ad\u6765\u8c03\u6574\u5404\u5c42\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u7684\u6743\u503c\uff0c\u4ee5\u5bfb\u6c42\u6a21\u578b\u8bc6\u522b\uff08\u5b66\u4e60\uff09\u7cbe\u5ea6\u7684\u63d0\u9ad8\u3002[16]1989\u5e74\uff0cBengio\u7b49\u63d0\u51fa\u201c\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u201d\uff08CNN\uff0cConvolutional Neural Networks\uff0c\u662f\u4e00\u79cd\u6df1\u5ea6\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\uff09\uff0c\u901a\u8fc7\u201c\u5377\u79ef\u5c42\u201d\uff08convolutionallayer\uff09\u548c\u201c\u6c60\u5316\u5c42\u201d\uff08pooling 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4f6\u9e3f\u3001\u9648\u8363\u660e\uff1a\u300a\u5e93\u5b58\u63a7\u5236\u6a21\u5f0f\u4e0e\u7cbe\u51c6\u7ec4\u5408\u6218\u7565\u7684\u9002\u914d\u53ca\u5176\u7ee9\u6548\u300b\uff0c\u300a\u7ba1\u7406\u4e16\u754c\u300b2011\u5e74\u7b2c8\u671f\u3002<\/p>\n<p>[6]Sarin,Shikhar,C.Haon,and M.Belkhouja.A Bibliometric Analysis of the Knowledge Exchange Patterns be-tween Major Technology and Innovation Management Journals(1999-2013).Grenoble Ecole de 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