Selected Publications (Full List)

   Journal Paper

  1. Jingdong Wang, Fei Wang, Changshui Zhang, Helen C. Shen, Long Quan. Linear Neighborhood Propagation and Its Applications. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI). To Appear. 2008.
  2. Fei Wang, Changshui Zhang, Semi-supervised Learning Based on Generalized Point Charge Models. IEEE Transactions on Neural Networks (TNN), vol. 19, no.7, 1307-1311. 2008.
    [PDF]
  3. Fei Wang, Changshui Zhang, Label Propagation Through Linear Neighborhoods. IEEE Transactions on Knowledge and Data Engineering (TKDE): vol.20, no.1, 55-67. 2008.
    [PDF]

  Conference Paper

  1. Bin Zhao, Fei Wang, Changshui Zhang. CutS3VM: A Fast Semi-Supervised SVM Algorithm. The 14th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining (KDD). Las Vegas, Nevada, USA. To Appear. 2008. 
    Acceptance rate: 50/500 = 10%
    [PDF][Slides]
  2. Bin Zhao, Fei Wang, Changshui Zhang. Efficient Multi-Class Maximum Margin Clustering. The 25th International Conference on Machine Learning (ICML). Helsinki, Finland. To Appear. 2008. 
    Acceptance rate: 155/583 = 26.59%
    [PDF][Slides]
  3. Fei Wang, Changshui Zhang. On Discriminative Semi-supervised Classification. The 23rd AAAI Conference on Artificial Intelligence (AAAI), 720-725, July 13-17, Chicago, Illinois, USA. 2008. 
    Acceptance rate: 227/937 = 24.23%
    [PDF][Slides]
  4. Fei Wang, Tao Li, Gang Wang, Changshui Zhang. Semi-supervised Classification Using Local and Global Regularization. The 23rd AAAI Conference on Artificial Intelligence (AAAI), 726-731, July 13-17, Chicago, Illinois, USA. 2008. 
    Acceptance rate: 227/937 = 24.23%
    [PDF][Slides]
  5. Dan Zhang, Fei Wang, Changshui Zhang, Tao Li. Multi-view Local Learning. The 23rd AAAI Conference on Artificial Intelligence (AAAI), 752-757, July 13-17, Chicago, Illinois, USA. 2008. 
    Acceptance rate: 227/937 = 24.23%
    [PDF][Slides]
  6. Bin Zhao, Fei Wang, Changshui Zhang. Efficient Maximum Margin Clustering Via the Cutting Plane Algorithm. The 8th SIAM Conference on Data Mining (SDM). Hyatt Regency Hotel, Atlanta, Georgia. To Appear. 2008. 
    Acceptance rate: 40/282 = 14.18%
    [PDF][Slides]
  7. Fei Wang, Tao Li, Changshui Zhang. Semi-Supervised Clustering via Matrix Factorization. The 8th SIAM Conference on Data Mining (SDM). Hyatt Regency Hotel, Atlanta, Georgia. To Appear. 2008. 
    Acceptance rate: 40/282 = 14.18%
    [PDF][Slides]
  8. Liang Xiong, Fei Wang, Changshui Zhang. Multilevel Belief Propagation for Fast Inference on Markov Random Fields. Proceedings of the 7th IEEE International Conference on Data Mining (ICDM), Omaha, USA. To Appear. 2007.
    Acceptance rate:    38/526 = 7.22%
    [    PDF]
  9. Liang Xiong, Fei Wang, Changshui Zhang. Semi-Definite Manifold Alignment. Proceedings of the 18th European Conference on Machine Learning (ECML), 773-781, Warsaw, Poland. 2007.
    Acceptance rate:    119/592 = 19.93%
    [    PDF][Poster]
  10. Fei Wang, Changshui Zhang, Tao Li. Regularized Clustering for Documents. Proceedings of the 30th Annual International ACM SIGIR Conference on Research & Development in Information Retrieval (SIGIR), 95-102, Amsterdam. 2007.
    Acceptance rate:    86/491 = 17.52%
    [    PDF][Data]
  11. Fei Wang, Changshui Zhang, Tao Li. Clustering with Local and Global Regularization. Proceedings of the 22nd National Conference on Artificial Intelligence (AAAI), 657-662, Vancouver, Canada. 2007.
    Acceptance rate:253/921 = 27.47%
    [    PDF]
  12. Fei Wang, Changshui Zhang. Feature Extraction by Maximizing the Average Neighborhood Margin. Proceedings of the 2007 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), 1-8, Minneapolis, Minnesota, 2007.
    Acceptance rate:350/1250 = 28%
    [    PDF]
  13. Fei Wang, Changshui Zhang. Fast Multilevel Transduction on Graphs. The 7th SIAM Conference on Data Mining (SDM). Radisson University Hotel, Minneapolis, Minnesota. To Appear. 2007. 
    Acceptance rate: 36/302 = 11.92%
    [    PDF][Slides]
  14. Fei Wang, Shijun Wang, Changshui Zhang, Ole Winther. Semi-Supervised Mean Fields. The 11th International Conference on Artificial Intelligence and Statistics (AISTATS). JMLR Workshop and Conference Proceedings Volume 2: AISTATS 2007, pages: 596-603. San Juan, Puerto Rico, 2007. 
    [    PDF][Poster]
  15. Fei Wang, Sheng Ma, Liuzhong Yang, Tao Li. Recommendation on Item Graphs. Proceedings of the 6th IEEE International Conference on Data Mining (ICDM). Hongkong, China. 1119-1123. 18-22, Dec. 2006. 
    Acceptance rate: 152/776 = 19.59%
    [    PDF][Slides]
  16. Fei Wang, Jingdong Wang, Changshui Zhang and Helen C. Shen.  Semi-Supervised Classification Using Linear Neighborhood Propagation. Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), vol. 1, pp.160-167. New York University, New York, New York, USA, June 17-22, 2006. 
    Acceptance rate:319/1131 = 28.21%
    [PDF][Poster]
  17. Fei Wang, Changshui Zhang. Label Propagation Through Linear Neighborhoods. Proceedings of the 23rd International Conference on Machine Learning (ICML), pp985-992. Carnegie Mellon University, Pittsburgh, Pennsylvania,  USA, June 25-29,2006. 
    Acceptance rate:140/700 = 20%
    [    PDF][Slides][Poster][Code]