Xuelei HU 胡雪蕾
Associate Professor
B.E., M.Phil. (Nanjing Univ. of Sci & Tech.), Ph.D. (The Chinese Univ. of Hong Kong)
Address : School of Computer Science & Technology Email : xlhu@mail.njust.edu.cn
Nanjing University of Science & Technology Phone : +86-25-84303280-720
Nanjing, 210094, China Fax : +86-25-84315960
Office : Rm. 720, Zong He Shi Yan Building Web: http://xueleihu.name
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Biography Research Publications Projects Teaching Links
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Biography
Now I am working as visiting post-doctoral fellow at the Robotics Institute of Carnegie Mellon University, Pittsburgh, USA.
I am currently associate professor of Computer Science and Technology at Nanjing University of Science and Technology, Nanjing, China. I received my B.E. (1999) in Computer Science and Engineering and M.Phil. (2001) in Pattern Recognition and Intelligence System with first-class honors from Nanjing University of Science & Technology, Nanjing, and Ph.D. (2005) in Computer Science and Engineering from the Chinese University of Hong Kong, Hong Kong. I joined the faculty of Nanjing University of Science and Technology as assistant professor in 2005 and accepted my present position in 2006.
Brief CV (pdf) 中文简历 (pdf)
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Research
Enjoy learning...
I have broad interests in machine learning, neural networks, pattern recognition, computer vision, and intelligent robotics. Currently, I am interested in the following machine learning topics and related application areas.
Statistical learning: active learning, model selection and regularization, and dimensionality reduction.
Application areas: robotic perception, network security, and traditional Chinese medicine.
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Publications
Journal papers
Xuelei Hu, Lei Xu, "A Comparative Investigation on Subspace Dimension Determination", Neural Networks, vol. 17/8-9, pp. 1051-1059, 2004.
Xuelei Hu, Lei Xu, "Investigation on Several Model Selection Criteria for Determining the Number of Cluster", Neural Information Processing - Letters & Reviews, vol. 4, no. 1, pp. 1-10, 2004.
Yujia An, Xuelei Hu, and Lei Xu, "A Comparative Investigation on Model Selection in Independent Factor Analysis", Journal of Mathematical Modelling and Algorithms, vol. 5, pp. 447-473, 2006.
Book chapters
Yujia An, Xuelei Hu, and Lei Xu, "A Comparative Investigation on Model Selection in Binary Factor Analysis", In Foundations of Data Mining and Knowledge Discovery, Editors: T.Y. Lin, S. Ohsuga, C.J. Liau, X. Hu and S. Tsumoto, pp. 145-160, Springer, 2005.
Conference papers
Xuelei Hu, Jingyu Yang, "Investigation on Sparse Kernel Density Estimator Via Harmony Data Smoothing Learning", In the Proceedings of ISNN2007, LNCS 4491, pp. 1211-1220, Nanjing, China, June 3-7, 2007.
Xuelei Hu, Lei Xu, "A Comparative Study on Selection of Cluster Number and Local Subspace Dimension in the Mixture PCA Models", In the Proceedings of ISNN2006, LNCS 3971, pp. 1214-1221, Chengdu, China, May 28-June 1, 2006.
Xuelei Hu, Lei Xu, "Automatic Cluster Number Determination via BYY Harmony Learning", In the Proceedings of the First International Symposium on Neural Networks (ISNN 2004), LNCS 3173, pp. 828-833, Dalian, China, Aug. 19-21, 2004.
Xuelei Hu, Lei Xu, "A Comparative Study of Several Cluster Number Selection Criteria";, In the Proceedings of the 4th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2003), LNCS 2690, pp. 195-202, Hong Kong, China, March 21-23, 2003.
Jianfeng Lu, Xuelei Hu, Jingyu Yang, "Design of Corner Detection Used for Calibration of X-ray Device", In the Proceedings of SPIE v 4197 2000, pp. 119-123, Boston, USA, Nov. 5-8, 2000.
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Projects
Principal investigator
"Active Learning for Mobile Robotic Perception", National Natural Science Foundation of China (NSFC), No. 60705020, Jan. 2008 - Dec. 2010.
"Active Learning for Robotic Perception", Natural Science Foundation of Jiangsu Province, No. BK2007594, July. 2007 - Dec. 2009.
"Network Intrusion Detection based on Machine Learning Techniques", "The Six Top Talents" of Jiangsu Province Grant, No. 07-E-015, Jan. 2008 - Dec. 2010.
"Automatic Dimension Reduction Methods", Scientific Research Foundation of Nanjing University of Science and Technology, Jan. 2007 - Dec. 2008.
"Investigation on Model Selection Methods in Machine Learning", Scientific Research Foundation for Returned Scholars of Nanjing University of Science and Technology, Jan. 2005 - Dec. 2007.
Investigator
"Research on Heritage of Knowledge and Experience of Famous Herbalist Doctors", Key Projects in the National Science & Technology Pillar Program in the Eleventh Five-year Plan Period.
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Teaching
Courses
Machine Learning (for graduate students)
Artificial Intelligence: A Modern Approach (for graduate students)
Seminar on Machine Learning Theory and Applications (for graduate students)
Data Structure (for undergraduate students)
Supervision
Postgraduate Students
Undergraduate Final Year Projects
Undergraduate Scientific Research Training Program
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Links
Machine learning resources
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Last modified on 2009-03-07