劉智勇(中國科學院自動化研究所研究員)

劉智勇(中國科學院自動化研究所研究員)

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劉智勇,1976年出生,男,中國科學院自動化研究所研究員,博士生導師。

(概述圖參考資料)

基本介紹

  • 中文名:劉智勇
  • 外文名:Zhi-Yong Liu
  • 國籍中國
  • 畢業院校:香港中文大學 
  • 職稱研究員 
人物經歷,研究領域,學術成就,在研課題,

人物經歷

2000/9 - 2003/8,香港中文大學,計算機科學與工程,哲學博士(Ph.D)
1997/9 - 2000/6,中國科學院自動化所,控制理論與控制工程,工學碩士
1993/9 - 1997/6,天津大學,無線電通信,工學學士
2005/4 - 至今,中國科學院自動化所,複雜系統管理與控制國家重點實驗室,副研究員(2005-2013)、研究員(2013-)、博士生導師(2014-)
2004/9 - 2005/3,招商銀行,總行研究部,博士後
2003/9 –2004/8,香港中文大學,工程學院,博士後(大學資助)

研究領域

模式分析與識別、圖像處理、計算機視覺和數據挖掘等
學術任職
Neurocomputing編委(2013-)
Applied Informatics編委(2013-)
IEEE高級會員(2015-)

學術成就

證明了獨立元分析ICA的一個核心基礎猜想:“一比特匹配”猜想;系統提出了一維流形形狀檢測方法;原創提出了高效通用的組合圖最佳化理論算法框架:漸非凸漸凹化過程GNCCP。發表論文50餘篇(含SCI索引論文26篇),其中第一作者論文30餘篇(含SCI索引論文17篇)。獲2014年國家自然科學獎二等獎(排名第3)。
代表性論文:
(1) Zhi-Yong Liu(通訊作者), Hong Qiao, Xu Yang, and Steven C. H. Hoi (2014), “Graph Matching by Simplified Convex-Concave Relaxation Procedure”, International Journal of Computer Vision, Vol. 109, pp. 169–186, 2014
(2) Zhi-Yong Liu(通訊作者)and Hong Qiao (2014), “GNCCP - Graduated NonConvexity and Concavity Procedure”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.36, No. 6, pp. 1258-1267
(3) Zhi-Yong Liu(通訊作者), Hong Qiao, and Lei Xu (2012), "An Extended PATH Following Algorithm for Graph Matching Problem", IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol. 34, No. 7, pp. 1451-1456
(4) Zhi-Yong Liu(通訊作者), and Hong Qiao (2009), "Multiple ellipses detection in noisy environments: A hierarchical approach", Pattern Recognition, Vol. 42, No. 11, pp. 2421-2433
(5) Zhi-Yong Liu (2014), "Ellipse Fitting", Computer Vision, A Reference Guide, Editor-in-Chief: K. Ikeuchi, Springer, invited paper, pp.240-247
(6) Zhi-Yong Liu(通訊作者)and Hong Qiao (2012), “A Convex-Concave Relaxation Procedure Based Subgraph Matching Algorithm”, Journal of Machine Learning Research: W&CP, Vol. 25, pp. 237-252
(7) Zhi-Yong Liu, Hong Qiao, and Lei Xu (2006), "Multisets mixture learning-based ellipse detection", Pattern Recognition, Vol. 39, No. 4, pp. 731-735
(8) Zhi-Yong Liu(通訊作者), Kai Chun Chiu, and Lei Xu (2004), "One-Bit-Matching Conjecture for Independent Component Analysis", Neural Computation, Vol. 16, No. 2, pp. 383-399
(9) Zhi-Yong Liu(通訊作者), Kai Chun Chiu, and Lei Xu (2003), "Improved System for Object Detection and Star/galaxy Classification via Local Subspace Analysis", Neural Networks, Vol. 16, No. 3-4, pp. 437-451
(10) Zhi-Yong Liu(通訊作者), Hong Qiao, Li-Hao Jia, and Lei Xu(2014),A Graph Matching Algorithm Based on Concavely Regularized Convex Relaxation, Neurocomputing, Vol. 134, No. 25, pp. 140 -148
(11) Zhi-Yong Liu(通訊作者), and Hong Qiao (2011), "Investigation on the skewness for independent component analysis", Science China, Vol. 41, No. 8, pp.998-1012
(12) Zhi-Yong Liu, Kai Chun Chiu, and Lei Xu (2004), "Investigation on Non-Gaussian Factor Analysis", IEEE Signal Processing Letters, Vol. 11, No. 6., pp. 597-600
(13) Zhi-Yong Liu, Kai Chun Chiu, and Lei Xu (2003), "Strip line detection and thinning by RPCL-based local PCA", Pattern Recognition Letter, Vol. 24, No. 14, pp. 2335-2344
(14) Zhi-Yong Liu and Lei Xu (2003),, "Topological Local Principal Component Analysis", Neurocomputing, Vol. 55, No. 3-4, pp.739-745
(15) Zhi-Yong Liu, Hong Qiao, and Lei Xu (2007), "Investigation on Multisets Mixture Learning based Object Detection", International Journal of Pattern Recognition and Artificial Intelligence, Vol. 21, No. 8, pp. 1339-1351
(16) Xu Yang, Hong Qiao, and Zhi-Yong Liu(通訊作者)(2015),”A Weighted Common Subgraph Matching Algorithm”, IEEE Transactions on Neural Networks and Learning Systems, accepted and to appear
(17) Xu Yang, Hong Qiao, and Zhi-Yong Liu(通訊作者)(2014), “Partial Correspondence based on Subgraph Matching”, Neurocomputing, Vol. 122, pp. 193-197
(18) Xu Yang, Hong Qiao, and Zhi-Yong Liu(通訊作者) (2015), “Feature Correspondence Based on Directed Structural Model Matching “, Image and Vision Computing, Vol. 33, pp. 57-67
(19) Xu Yang, Hong Qiao, and Zhi-Yong Liu(通訊作者)(2014), “Outlier Robust Point Correspondence Based on GNCCP“, Pattern Recognition Letters, Vol. 55, pp. 8-14
(20) Jinwen Ma, Zhi-Yong Liu, Lei Xu (2005), A Further Result on the ICA One-Bit-Matching Conjecture, Neural Computation, Vol.17 No.2, pp.331-334
(21) Bin Li, Steven C.H. Hoi, Doyen Sahoo and Zhi-Yong Liu (2015), Moving Average Reversion Strategy for On-Line Portfolio Selection, Artificial Intelligence, Vol. 22, pp. 104-123
(22) Lei Shi, Zhi-Yong Liu, Shikui Tu, and Lei Xu (2014),“Learning Local Factor Analysis versus Mixture of Factor Analyzers with Automatic Model Selection”, Neurocomputing, Vol. 139, pp. 3-14
(23) Jian-Hua Su, Hong Qiao, Zhi-Cai Ou, and Zhi-Yong Liu (2014), ”Vision-based Caging Grasps of Polyhedron like Workpieces with a Binary Industrial Gripper”, IEEE Transactions on Automation Science and Engineering, DOI: 10.1109/TASE.2014.2371852, 2015

在研課題

組合圖最佳化理論、算法及其在模式分析中的套用研究,國家自然科學基金面上項目,01/2014 - 12/2017

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