基本信息
吴高巍  男  硕导  中国科学院自动化研究所
email: gaowei.wu@ia.ac.cn
address: 北京海淀区中关村东路95号自动化大厦
postalCode:

招生信息

   
招生专业
081104-模式识别与智能系统
招生方向
机器学习

教育背景

2000-09--2003-07   中国科学院自动化研究所   博士
1997-09--2000-07   中国科学院半导体研究所   硕士
1992-09--1997-07   清华大学   学士

工作经历

   
工作简历
2010-03~2012-05,中国科学院自动化研究所, 助研,副研
2006-12~2010-03,中国科学院计算技术研究所, 助研
2003-09~2006-09,中国科学院计算技术研究所, 博士后
2000-09~2003-07,中国科学院自动化研究所, 博士
1997-09~2000-07,中国科学院半导体研究所, 硕士
1992-09~1997-07,清华大学, 学士

教授课程

高级人工智能
人工智能原理与算法
程序设计基础与实验(JAVA)

出版信息

   
发表论文
(1) Momentum Acceleration in the Individual Convergence of Nonsmooth Convex Optimization With Constraints, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 第 2 作者
(2) The Role of Momentum Parameters in the Optimal Convergence of Adaptive Polyak's Heavy-ball Methods, 2021, 第 3 作者
(3) Primal Averaging: A New Gradient Evaluation Step to Attain the Optimal Individual Convergence, IEEE TRANSACTIONS ON CYBERNETICS, 2020, 第 3 作者
(4) Momentum Acceleration in the Individual Convergence of Nonsmooth Convex Optimization with Constraints, IEEE Transactions on Neural Networks and Learning Systems, 2020, 第 1 作者
(5) The Strength of Nesterov's Extrapolation in the Individual Convergence of Nonsmooth Optimization, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2020, 第 3 作者
(6) 面向患者的智能医生框架研究, Research on Intelligent Doctor Framework for Patient, 计算机科学与探索, 2018, 第 2 作者
(7) Improving Sparsity and Scalability in Regularized Nonconvex Truncated-Loss Learning Problems, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2018, 第 2 作者
(8) Parallel Recursive Deep Model for Sentiment Analysis, Advances in Knowledge Discovery and Data Mining, 2015, 第 3 作者
(9) Recursive Deep Learning for Sentiment Analysis over Social Data, 2014 IEEE/WIC/ACM INTERNATIONAL JOINT CONFERENCES ON WEB INTELLIGENCE (WI) AND INTELLIGENT AGENT TECHNOLOGIES (IAT), VOL 2, 2014, 第 3 作者
(10) Improving Word Embeddings via Combining with Complementary Languages, Advances in artificial intelligence :, 2014, 第 4 作者
(11) Obtaining Better Word Representations via Language Transfer, COMPUTATIONAL LINGUISTICS AND INTELLIGENT TEXT PROCESSING, CICLING 2014, PT I, 2014, 第 3 作者
(12) Obtaining Better Word Representations via Language Transfer, Computational linguistics and intelligent text processing : Part I /, 2014, 第 3 作者
(13) Recursive Deep Learning for Sentiment Analysis over Social Data, 2014, 第 4 作者
(14) Stochastic Learning via Optimizing the Variational Inequalities, IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2014, 第 4 作者
(15) A Fast Matching Method Based on Semantic Similarity for Short Texts, Natural Language Processing and Chinese Computing, 2013, 第 3 作者
(16) A Fast Matching Method Based on Semantic Similarity for Short Texts, NATURAL LANGUAGE PROCESSING AND CHINESE COMPUTING, NLPCC 2013, 2013, 第 3 作者
(17) Stochastic coordinate descent methods for regularized smooth and nonsmooth losses, ECML, 2012, 通讯作者
(18) Adapting centroid classifier for document categorization, EXPERT SYSTEMS WITH APPLICATIONS, 2011, 第 3 作者
(19) Enhancing the Performance of Centroid Classifier by ECOC and Model Refinement, MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES, PT II, 2009, 第 2 作者
(20) AdaSum: an adaptive model for summarization, CIKM2008, 2008, 第 3 作者
(21) Using unlabeled data to handle domain-transfer problem of semantic detection, ACM SAC, 2008, 第 1 作者
(22) A general soft method for learning SVM classifiers with L-1-norm penalty, PATTERN RECOGNITION, 2008, 第 2 作者
(23) A novel scheme for domain-transfer problem in the context of sentiment analysis, CIKM, 2007, 第 1 作者
(24) Learning linear PCA with convex semi-definite programming, PATTERN RECOGNITION, 2007, 第 2 作者
(25) One-class strategies for security information detection, INTELLIGENCE AND SECURITY INFORMATICS, PROCEEDINGS, 2006, 第 2 作者
(26) Posterior probability support vector Machines for unbalanced data Neural Networks, IEEE Transactions on Neural Networks, 2005, 第 3 作者
(27) η-one-class问题和η-outlier及其LP学习算法, η-One-Class Problems andη-Outliers with Their LP Learning Algorithms, 计算机学报, 2004, 第 3 作者

科研活动

   
科研项目
( 1 ) 面向大规模数据的机器学习算法研究, 负责人, 国家任务, 2012-01--2015-12