2019人工智能发展报告.pdf
2019年11月最新由清华大学-中国工程院知识智能联合研究中心、中国人工智能学会吴文俊人工智能科学技术评选基地共同发布史上最全、最专业的人工智能发展报告。 编制概要·······················································································1 1.1编制背景········································································11.2编制目标与方法·······························································3 2机器学习·······················································································4 2.1机器学习概念··································································42.2机器学习发展历史····························································62.3机器学习经典算法····························································72.4深度学习·······································································21 2.4.1卷积神经网络·························································242.4.2 AutoEncoder····························································262.4.3循环神经网络RNN··················································282.4.4网络表示学习与图神经网络（GNN）··························302.4.5增强学习·······························································322.4.6生成对抗网络·························································342.4.7老虎机··································································35 2.5人才概况·······································································372.6代表性学者简介······························································39 2.6.1国际顶级学者·························································402.6.2国内知名学者·························································50 2.7论文解读·······································································60 2.7.1 ICML历年最佳论文解读···········································632.7.2 NeurlPS历年最佳论文解读················ 计算机视觉···················································································85 3.1计算机视觉概念······························································853.2计算机视觉发展历史························································873.3人才概况·······································································893.4论文解读·······································································913.5计算机视觉进展····························································105 4知识工程····················································································107 4.1知识工程概念·······························································1074.2知识工程发展历史·························································1084.3人才概况·····································································1114.4论文解读·····································································1134.5知识工程最新进展·························································129 5自然语言处理··············································································131 5.1自然语言处理概念·························································1315.2自然语言的理解发展历史················································1325.3人才概况·····································································1335.4论文解读·····································································1365.5自然语言处理最新进展···················································153 6语音识别····················································································155 6.1语音识别概念·······························································1556.2语音识别发展历史·························································156 6.3人才概况·····································································158 8.4论文解读·····································································2038.5多媒体技术进展····························································215 9人机交互技术··············································································217 9.1人机交互概念·······························································2179.2人机交互发展历史·························································218 9.2.1简单人机交互·······················································2189.2.2自然人机交互·······················································219 9.3人才概况·····································································2229.4论文解读·····································································2259.5人机交互进展·······························································239 10机器人·····················································································241 10.1机器人概念·································································24110.2机器人发展历史···························································24210.3人才概况····································································24510.4论文解读····································································24710.5机器人进展·································································260 11数据库技术···············································································263 11.1数据库概念·································································26311.2数据库技术历史···························································26411.3人才概况····································································26611.4论文解读·····································
