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Research Area: Machine Learning |
Recent Publications, Projects and News
- Learning globally-consistent local distance functions for shape-based image retrieval and classificaiton Frome, Andrea ; Singer, Yoram ; Sha, Fei ; Malik, Jitendra, Proceedings of Eleventh IEEE International Conference on Computer Vision (ICCV-2007), 2007
- Comparison of large margin training to other discriminative methods for phonetic recognition by hidden Markov models Sha, Fei ; Saul, Lawrence K., Proceedings of International Conference on Acoustics, Speech, and Signal Processing (ICASSP-07), 2007
- Multiplicative Updates for L1-Regularized Linear and Logistic Regression Sha, Fei ; Park, Yonghahk ; Saul, Lawrence K., Lecture Notes in Computer Science, 2007
- Regression on manifolds using kernel dimension reduction Nilsson, Jens ; Sha, Fei ; Jordan, Michael I., Proceedings of the 24th Annual International Conference on Machine Learning (ICML 2007), Omnipress, 2007
- Multiplicative Updates for Nonnegative Quadratic Programming Sha, Fei ; Lin, Yuanqing ; Saul, Lawrence K. ; Lee, Daniel D., Neural Computation, 2007
- Graph regularization for maximum variance unfolding, with an application to sensor localization Weinberger, Kilian Q. ; Sha, Fei ; Zhu, Qihui ; Saul, Lawrence K., Advances in Neural Information Processing Systems 19, MIT Press, 2007
- Large margin hidden Markov models for automatic speech recognition Sha, Fei ; Saul, Lawrence K., Advances in Neural Information Processing Systems 19, MIT Press, 2007
- Large margin Gaussian mixture modeling for phonetic classification and recognition Sha, Fei ; Saul, Lawrence K., Proceedings of International Conference on Acoustics, Speech, and Signal Processing (ICASSP-06), 2006
- Real-Time Pitch Determination of One or More Voices by Nonnegative Matrix Factorization Sha, Fei ; Saul, Lawrence, Advances in Neural Information Processing Systems 17, MIT Press, 2005
- Analysis and extension of spectral methods for nonlinear dimensionality reduction. Sha, Fei ; Saul, Lawrence K., Proceedings of the 22nd Annual International Conference on Machine Learning (ICML 2005), ACM, 2005
- Multiband Statistical Learning for F0 Estimation in Speech Sha, Fei ; Burgoyne, John ; and Lawrence K. Saul,, Proceedings of International Conference on Acoustics, Speech, and Signal Processing (ICASSP-2004), 2004
- Multiplicative Updates for Large Margin Classifiers Sha, Fei ; Saul, Lawrence K. ; Lee, Daniel D., Lecture Notes in Computer Science, Springer, 2003
- Shallow Parsing with Conditional Random Fields Sha, Fei ; Pereira, Fernando, Proceedings of Human Language Technology-NAACL 2003, 2003
- Multiplicative Updates for Nonnegative Quadratic Programming in Support Vector Machines Sha, Fei ; Saul, Lawrence K. ; Lee, Daniel D., Advances in Neural Information Processing Systems 15, MIT Press, 2003
- Statistical Signal Processing with Nonnegativity Constraints Saul, Lawrence K. ; Sha, Fei ; Lee, Daniel D., Proceedings of EuroSpeech 2003, 2003