Yuhong Guo

ASSISTANT PROFESSOR
Office:311 Wachman Hall
Mailing: 324 Wachman Hall
1805 N. Broad St.
Philadelphia, PA 19122
Phone:(215) 204-8455
Email:yuhong@temple.edu
Web:http://www.cis.temple.edu/~yuhong

Education:

Ph.D. in Computing Science, University of Alberta, 2007

M.S. in Computer Science, NanKai University, 2001

B.S. in Computer Science, NanKai University, 1998

Research Interests :

Dimensionality reduction and feature selection, Active learning, Semi-supervised learning and unsupervised learning, Learning with structured data, Learning graphical models, Bioinformatics

Teaching and Professional Interests:

Probabilistic Graphical Models, Algorithms and Data Structures

Selected Publications:

  1. Yuhong Guo (2008), ``Supervised Exponential Family Principal Component Analysis via Convex Optimization''. In Proceedings of Advances in Neural Information Processing Systems (NIPS-08). [pdf]
  2. Yuhong Guo and Dale Schuurmans (2008), ``Efficient Global Optimization for Exponential Family PCA and Low-rank Matrix Factorization". In Allerton Conference on Communication, Control, and Computing (Allerton-08). [pdf]
  3. Yuhong Guo and Dale Schuurmans (2007), ``Convex Relaxations of Latent Variable Training''. In Proceedings of Advances in Neural Information Processing Systems (NIPS-07). [pdf]
  4. Yuhong Guo and Dale Schuurmans (2007), ``Discriminative Batch Mode Active Learning''. In Proceedings of Advances in Neural Information Processing Systems (NIPS-07). [pdf]
  5. Yuhong Guo and Dale Schuurmans (2007), ``Learning Gene Regulatory Networks via Globally Regularized Risk Minimization''. In Proceedings of the Fifth Annual RECOMB Satellite Workshop on Comparative Genomics (RECOMB-CG'07). [pdf]