个人简历

I am currently a full professor in the College of Computer Science at Zhejiang University, China. I received the BS degree from Zhejiang University, China, in 2000 and the PhD degree from University of Chicago in 2005, both in computer science. After my PhD, I joined Yahoo Research Labs as a research scientist. I joined Zhejiang University in 2007.

研究领域

人工智能
机器学习"Locality Preserving Projections (LPP) and Manifold Learning
Information Retrieval
Web Search and Mining
Face Representation and Recognition"

近期论文

Gaussian Mixture Model with Local Consistency Jialu Liu, Deng Cai, and Xiaofei He. The 24th AAAI Conference on Artificial Intelligence (AAAI), Atlanta, Georgia, USA, July 2010.
Laplacian Regularized D-Optimal Design for Active Learning and Its Application to Image Retrieval Xiaofei He. IEEE Transactions on Image Processing, 19(1):254-263, 2010.
Convex Experimental Design using Manifold Structure for Image Retrieval Lijun Zhang, Chun Chen, Jiajun Bu, Wei Chen, Deng Cai, and Xiaofei He. Proc. 2009 ACM International Conference on Multimedia, Beijing, China, October, 2009.
Semi-supervised Topic Modeling for Image Annotation (4-page short paper) Yuanlong Shao, Yuan Zhou, Xiaofei He, Deng Cai, Hujun Bao Proc. 2009 ACM International Conference on Multimedia, Beijing, China, October, 2009.
Active Subspace Learning Xiaofei He and Deng Cai Proc. 2009 IEEE International Conference on Computer Vision (ICCV), Kyoto, Japan, September 2009.
Probabilistic Dyadic Data Analysis with Local and Global Consistency Deng Cai, Xuanhui Wang, and Xiaofei He. Proc. 2009 International Conference on Machine Learning (ICML), Montreal, Canada, June 2009.
Locality Preserving Nonnegative Matrix Factorization Deng Cai, Xiaofei He, Xuanhui Wang, Hujun Bao, and Jiawei Han. Proc. 2009 International Joint Conference on Artificial Intelligence (IJCAI), Pasadena CA, July 2009.
Graph Embedding with Constraints Xiaofei He, Ming Ji, and Hujun Bao. Proc. 2009 International Joint Conference on Artificial Intelligence (IJCAI), Pasadena CA, July 2009.
A Unified Active and Semi-Supervised Learning Framework for Image Compression Xiaofei He, Ming Ji, and Hujun Bao. IEEE International Conference on Computer Vision and Pattern Recognition (CVPR), Miami FL, June 2009.
Advertising Keyword Generation using Active Learning (2-page short paper) Hao Wu, Guang Qiu, Xiaofei He, Yuan Shi, Mingcheng Qu, Jing Shen, Jiajun Bu, and Chun Chen. 18th International Conference on World Wide Web (WWW), Madrid, Spain, April 2009.、
Tag-oriented Document Summarization (2-page short paper) Junyan Zhu, Can Wang, Xiaofei He, Jiajun Bu, Chun Chen, Shujie Shang, Mingcheng Qu, and Gang Lu. 18th International Conference on World Wide Web (WWW), Madrid, Spain, April 2009.
Probabilistic Question Recommendation for Question Answering Communities (2-page short paper) Mingcheng Qu, Guang Qiu, Xiaofei He, Cheng Zhang, Hao Wu, Jiajun Bu, and Chun Chen. 18th International Conference on World Wide Web (WWW), Madrid, Spain, April 2009.
Regularized query classification using search click information Xiaofei He and Pradhuman Jhala. Pattern Recognition Journal, Vol. 41, No. 7, pp. 2289-2297, 2008.
Learning a Maximum Margin Subspace for Image Retrieval Xiaofei He, Deng Cai, and Jiawei Han. IEEE Transactions on Knowledge and Data Engineering, Vol. 20, No. 2, Feb. 2008.
SRDA: An Efficient Algorithm for Large Scale Discriminant Analysis Deng Cai, Xiaofei He, and Jiawei Han. IEEE Transactions on Knowledge and Data Engineering, Vol. 20, No. 1, pp. 1-12, Jan. 2008.