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Qinghua Hu (胡清华)

Ph.D., Professor

with School of Computer Science and TechnologyTianjin University.

Weijin Road No. 92, Nankai District, Tianjin, P. R. China  

 

Email: huqinghua@tju.edu.cn

 

http://cs.tju.edu.cn/faculty/huqinghua/


He received his B. S., M. S. and Ph.D. degrees from Harbin Institute of Technology, Harbin, China in 1999, 2002 and 2008, respectively. He worked with Harbin Institute of Technology from 2006 to 2011. He also worked as a Postdoctoral Fellow with Department of Computing, The Hong Kong Polytechnic University from 2009 to 2011. Now he is a full professor with School of Computer Science and Technology, Tianjin University. His research interests are focused on intelligent modeling, data mining, knowledge discovery for classification and regression. He is a PC co-chair of RSCTC 2010 and severs as referee for a great number of journals and conferences. He has published more than 80 journal and conference papers in the areas of reasoning with uncertainty, pattern recognition and fault diagnosis.


[Publication]  [Software]   [Data Link]  [SCI IF]   [Useful Link]  [Rough Set Papers]  [Service]   [Honour]  [Potential Students]  [Others]


Selective Publications

[20] Qinghua Hu, Lei Zhang, Shuang An, David Zhang, Daren Yu. On robust fuzzy rough set models. IEEE Transactions on Fuzzy Systems. 2012, 20(4): 636-651.

[19] Qinghua Hu, Xunjian Che, Lei Zhang, David Zhang, Maozu Guo, Daren Yu. Rank entropy based decision trees for monotonic classification. IEEE Transactions on Knowledge and Data Engineering.2012, 24 (11):2052-2064.

[18] Qinghua Hu, Weiwei Pan, Lei Zhang, David Zhang, Yanping Song, Maozu Guo, Daren Yu. Feature selection for monotonic classification. IEEE Transactions on Fuzzy Systems. 20(1): 69-81 (2012)

[17] Degang Chen, Lei Zhang, Suyun Zhao, Qinghua Hu, Pengfei Zhu. A novel algorithm for finding reducts with fuzzy rough sets. IEEE Transactions on Fuzzy Systems. 20(2): 385-389 (2012)

[16] Zhiqiang Xu, Qinghua Hu. Mehrdad Ehsani. Estimation of Effective Wind Speed for Fixed-Speed Wind Turbines Based on Frequency Domain Data Fusion. IEEE Transactions on Sustainable Energy. 2012, 3(1): 57-64.

[15] Yong Du, Qinghua Hu, Pengfei Zhu, Peijun Ma. Rule Learning for Classification Based on Neighborhood Covering Reduction. Information Sciences, vol. 181, no. 24, pp. 5457–5467, 2011

[14] Qinghua Hu,  Daren Yu,  Witold Pedrycz, Degang Chen. Kernelized fuzzy rough sets and their applications. IEEE Transactions on Knowledge and Data Engineering, vol. 23, no.11, pp. 1649 – 1667, 2011.

[13] Qinghua Hu, Shuang An, Daren Yu. Robust Fuzzy Rough classifiers. Fuzzy sets and Systems, 183 (2011) 26–43

[12] Qinghua Hu, Shuang An, Daren Yu. Soft Fuzzy Dependency for Robust Feature Evaluation. Information Sciences, 2010, 180 (22): 4384-4400

[11] Qinghua Hu, Daren Yu, Maozu Guo. Fuzzy Preference Based Rough Sets. Information Sciences. Vol. 180, No. 10,  pp. 2003-2022, 2010.

[10] Qinghua Hu, Lei Zhang, Degang Chen, Witold Pedrycz, Daren Yu. Gaussian kernel based fuzzy rough sets: model, uncertainty and applications. International Journal of Approximate Reasoning. Vol.51, No. 4, pp. 453-471, 2010.

[9] Qinghua Hu, Maozu Guo, Daren Yu, Jinfu Liu. Information entropy for ordinal classification. Science in China Series F: Information Sciences. 2010, 53 (6): 1188-1200.

[8] Qinghua Hu, Witold Pedrycz,  Daren Yu and  Jun Lang. Selecting Discrete and Continuous Features Based on Neighborhood Decision Error Minimization. IEEE Transactions on Systems, Man, and Cybernetics-Part B: Cybernetics. 2010, 40(1):137-50. 

[7] Qinghua Hu, Daren Yu, Jinfu Liu, Congxin Wu. Neighborhood rough set based heterogeneous feature subset selection. Information Sciences. 178(2008) 3577-3594.

[6] Qinghua Hu, Daren Yu, Zongxia Xie. Neighborhood classifiers. Expert Systems with Applications. 34 (2008) 866–876.  

[5] Jinfu Liu, Qinghua Hu, Daren Yu. A weighted rough set based method developed for class imbalance learning. Information Sciences. 178 (2008) 1235–1256

[4] Qinghua Hu, Daren Yu, Zongxia Xie, Xiaodong Li. EROS: ensemble rough subspaces. Pattern Recognition. 40 (2007) 3728 – 3739.

[3] Qinghua Hu, Zongxia Xie, Daren Yu. Hybrid attribute reduction based on a novel fuzzy-rough model and information granulation. Pattern Recognition 40 (2007) 3509 – 3521

[2] Qinghua Hu, Daren Yu, Zongxia Xie. Information-preserving hybrid data reduction based on fuzzy-rough techniques. Pattern Recognition Letters.  2006, 27 (5): 414-423.

[1] Qinghua Hu, Yu Daren, Xie Zongxia.  Fuzzy probabilistic approximation spaces and their information measures. IEEE Transactions on Fuzzy Systems. 2006, 14 (2): 191- 201

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 Learning and Classification software package


 Service

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Honours

  • The best student paper award in PRICAI 2006

  • The best student paper award in CRSSC2007

  • The best student paper award in CRSSC2010 with Pengfei Zhu

  • The Most Cited Articles 2008 in Expert System with Applications                                                                                                             Return Top


  • My Friends

  • Yiyu Yao

  • Yuhua Qian

  • Liefeng Bo

  • Lei Zhang                                                                                                                                                                                              Return Top


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    Update 11.25, 2012