HUANG, Kaizhu                                                                                              

(I have moved to Univ. of Bristol (my homepage at UoB) and will not update this website any more)

   Tel: (+852) 31634266

  Email: A@B. A=kzhuang B=cse.cuhk.edu.hk

Profile              

I am currently a Research Fellow  at Dept. of Computer Science and Engineering of the Chinese University of Hongkong. I work with Prof. KING, Irwin and Prof. LYU, Rung Tsong Michael . I got Bachelor of Engineering from Xi'an Jiaotong University  in 1997. At that time I was one of the Special Class for Gifted Children. I got Master of Engineering from Institute of Automation, Chinese Academy of Sciences, (Beijing · China)  in July 2000. I obtained my Ph.D. from The Chinese Univ. of Hong Kong in 2004. After that, I worked as a researcher in Fujitsu Research Center from 2004 to 2007.

 Research Interests

My main research topics are Statistical Machine Learning, Pattern Recognition, Information Retrieval, and Image Processing.

Books

    [1]  Kaizhu Huang, Haiqin Yang, Irwin King, Michael R. Lyu,  Machine Learning: Modeling Data Locally and Globally,  Springer Verlag Heidelberg New York  (Oversea Edition)/ Zhejiang University Press (Mainland China edition)   ISBN 3540794514.

Selected Journal Publications  

• Kaizhu Huang, Danian Zheng, Irwin King, Michael R. Lyu, Arbitrary Norm Support Vector Machines, Neural Computation, to appear, 2008.
• Kaizhu Huang,  Haiqin Yang, Irwin King, Michael R. Lyu. M^4: Learning Large Margin Machines Locally and Globally, IEEE Trans. on Neural Networks, Vol 19, iss.2, pp. 260-272, 2008.
• Kaizhu Huang, Haiqin Yang, Irwin King, and Michael R. Lyu, Maximizing Sensitivity in Medical Diagnosis Using Biased Minimax Probability Machine. IEEE Trans. Biomedical Engineering, Vol 53, Issue 5, 821- 831, May 2006.
• Kaizhu Huang, Haiqin Yang, Irwin King, and Michael R. Lyu, Imbalanced Learning With Biased Minimax Probability Machine. IEEE Trans. System Man, Cybnetics, Part B, Vol 36, No 4, 913 - 923 August, 2006.
• Kaizhu Huang, Haiqin Yang, Irwin King, Michael R. Lyu, and Laiwan Chan. The Minimum Error Minimax Probability Machine. Journal of Machine Learning Research, Vol. 5, pp. 1253-1286, October 2004.

Selected Conference Publications  

• Kaizhu Huang, Zenglin Xu, Irwin King, and Michael R. Lyu, Semi-supervised Learning from General Unlabeled Data. To appear in the Eighth IEEE International Conference on Data Mining (ICDM'2008), Pisa, Italy, 2008. (Short paper, acceptance rate: 144/724 (20%))
• Kaizhu Huang, Irwin King, and Michael R. Lyu, Direct Zero-norm Optimization for Feature Selection. To appear in the Eighth IEEE International Conference on Data Mining (ICDM'2008), Pisa, Italy, 2008. (Regular paper, acceptance rate: 70/724 (9%))
• Zenglin Xu,  Rong Jin, Kaizhu Huang, Irwin King, Michael R. Lyu, "Semi-supervised Text Categorization by Active Search," in  Proceedings to the ACM 17th Conference on Information and Knowledge Management (CIKM2008), Napa Valley, USA, 2008.(Acceptance rate:  256/772 (33%))
• Kaizhu Huang, Haiqin Yang, Irwin King, Michael R. Lyu. Learning Classifiers from Imbalanced Data Based on Biased Minimax Probability Machine. Proceedings IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR' 2004), Washington, DC, June 27 -July 2, 2004. (Acceptance rate: ~200/~1200 (~17%))
• Kaizhu Huang, Haiqin Yang, Irwin King, Michael R. Lyu. Learning Large Margin Machines Locally and Globally. Proceedings international Conference on Machine Learning (ICML' 2004), Banff, Canada, 2004. ((Acceptance rate: 32%)

Click here for full publication list

 Patents

[1].    Kaizhu Huang, Jun Sun, Yoshinobu Hotta, Satoshi Naoi, Address Recognition Methods and Apparatus, Application Num: 200510089537.0, China

[2].    Kaizhu Huang, Jun Sun, Yoshinobu Hotta, Satoshi Naoi, Address Recognition Methods and Apparatus with and without Key Characters. Application Num: 200710089131.1, China

[3].    Kaizhu Huang, Jun Sun, Yoshinobu Hotta, Satoshi Naoi, Character Recognition Apparatus and Method Using Differential Features. Application Num: 200710078767.6, China

[4].    Jun Sun, Kaizhu Huang, Yoshinobu Hotta, Satoshi Naoi, Degraded Character Recognition Apparatus and Method. Internal No. 06-53478, China 

[5].    Danian Zheng, Kaizhu Huang, Jun Sun, Yoshinobu Hotta, Satoshi Naoi, Sparse Support Vector Machine Methods and Apparatus. Application Num: 200710146535.X, China

[6].    Kaizhu Huang, Danian Zheng, Jun Sun, Yoshinobu Hotta, Satoshi Naoi, Image Based Keyword Search Methods and Apparatus. Internal No.: 07-52540, China.

 Awards

Ø         Special Award for Best Research Output  Fujitsu R&D Centre, 2007 (3 persons/year)

Ø         Award of Q-finity, Fujitsu Corporation. 2006

Ø         President Award, Fujitsu Laboratories, 2006 (Top award)

Ø         Excellent Award for Best Research Output  Fujitsu R&D Centre, 2006  (2 persons/year)

Ø         Special Award for Best Research Output  Fujitsu R&D Centre, 2005 (3 persons/year)

Ø         Postgraduate Scholarship, CUHK Hong Kong, 2001~2004

Ø         Postgraduate Scholarship, CAS, 1998~2000

Ø         Logic Prize for Outstanding Students, XJTU,(top 1%), 1996

Ø         Excellent Student Award, XJTU (top 1 %), 1996

Ø         The Second Prize Scholarship (3 times) XJTU (top 7%), 1993~1995

Ø         Gifted Youth Fellowship, XJTU (top 1%), 1992

 My Favorite Web Sites