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 & Engineering Email : xlhu at njust.edu.cn
Nanjing University of Science & Technology Phone :+86-25-84303280 ext 720
Nanjing, 210094, China Fax : +86-25-84315960
Office : Rm. 720, Zong He Shi Yan Building Web: http://xueleihu.name 

Biography    Research    Publications    Projects    Teaching   

Biography

I am currently associate professor of Computer Science and Engineering 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. (2006) 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. From Feb. 2009 to Feb. 2010 I worked as visiting post-doctoral fellow at the Robotics Institute of Carnegie Mellon University, Pittsburgh, USA.

Brief CV (pdf)     中文简历 (pdf)

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Research

Enjoy learning...

I have broad interests in machine learning, computer vision, neural networks, pattern recognition, 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: computer vision, robotic perception, network security, and bioinformatics.

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Selected Publications

  • Xuelei Hu, Liantao Wang, Bo Yuan. "Querying Representative Points from a Pool based on Synthesized Queries". International Joint Conference on Neural Networks (IJCNN 2012), Brisbane, Australia, June 10-15, 2012. In press.

  • Liantao Wang, Xuelei Hu, Pei Du. "Obstacle detection for intelligent vehicles using semi-supervised active learning". International Conference on Automatic Control and Artificial Intelligence (ACAI 2012), pp.2081-2084, Xiamen, China, March 24-26, 2012.

  • Liantao Wang, Xuelei Hu, Jianfeng Lu. "Combining Co-Training and Co-Testing for Interactive Image Segmentation". American Journal of Engineering and Technology Research, vol. 11, pp. 1648-1652, 2011.

  • Xuelei Hu, Yuanjian Wang, "Active Learning with Boosting for Image based Obstacle Detection", International Workshop on Image Analysis (IWIA 2010), pp. 163-172, Nimes, France, August 24-27, 2010.

  • Guang Han, Chunxia Zhao, and Xuelei Hu, "A nonlinear active learning based on AUC optimization and its application to obstacle detection", Jiqiren/Robot, 32(3), pp 344-351, 2010.

  • Xiaofeng Yang, Mingming Sun, Xuelei Hu, Jingyu Yang, " DFA-based Algorithm for Detecting Web Attacks ", Jisuanji Gongcheng/ Computer Engineering, 36(13), pp. 149-150, 2010.

  • Xiaofeng Yang, Mingming Sun, Xuelei Hu, Jingyu Yang, " Improved HMM model based method for detecting cyber attacks ", Tongxin Xuebao/Journal on Communications, 31(3), pp. 95-101, 2010.

  • Xiaofeng Yang, Wei Li, Mingming Sun, Xuelei Hu, Shuqin Li, Yongzhi Li, "Clustering toward detecting cyber attacks", 2010 International Conference on Computer Application and System Modeling (ICCASM 2010), pp V12243-V12247, Shanxi, Taiyuan, China, October 22 - 24, 2010.

  • Guang Han, Chunxia Zhao, and Xuelei Hu, "An SVM active learning algorithm and its application in obstacle detection", Jisuanji Yanjiu yu Fazhan/Computer Research and Development, 46(11), pp 1934-1941, 2009.

  • Xiaofeng Yang, Mingming Sun, Xuelei Hu, Jingyu Yang, "Grammar-based Anomaly Methods for HTTP Attacks", Chinese Conference on Pattern Recognition/1st CJK Joint Workshop on Pattern Recognition (CCPR 2009), pp 756-760, Nanjing, China, Nov. 4-6, 2009.

  • Tingkai Sun, Songcan Chen, Jingyu Yang, Xuelei Hu, Pengfei Shi, "Discriminative canonical correlation analysis with missing samples", 2009 WRI World Congress on Computer Science and Information Engineering (CSIE 2009), pp 95-99, Los Angeles, USA, March 31 - April 2, 2009.

  • 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.

  • 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.

  • 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.

  • Xuelei Hu, Lei Xu, "A Comparative Investigation on Subspace Dimension Determination", Neural Networks, 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, 4(1), pp 1-10, 2004.

  • 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 and It’s Applications", Science and Technology Activities Grant for Returned Scholars, Ministry of Human Resources of China, Jan. 2011 - Dec. 2013.

  • "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. 2009.

  • "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 Correlation Projection Analysis for Feature Extraction", National Natural Science Foundation of China (NSFC), No. 60773172, Jan. 2008 - Dec. 2010.

  • "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

Supervision

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)

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Last modified on 2012-04-26