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Publications | Technical Reports

Found 20 results

Filters: author is Saul [Clear All Filters]

2008

Fast Solvers and Efficient Implementations for Distance Metric Learning Weinberger, K.Q.; Saul, L.K. , International Conference on Machine Learning (ICML), 05/05/2008, Helsinki, Finland, (2008) Abstract

2007

Comparison of large margin training to other discriminative methods for phonetic recognition by hidden Markov models Sha, F.; Saul, L.K. , Proceedings of International Conference on Acoustics, Speech, and Signal Processing (ICASSP-07), Honolulu, Hawaii, (2007)

Graph regularization for maximum variance unfolding, with an application to sensor localization Weinberger, K.Q.; Sha, F.; Zhu, Q.; Saul, L.K. , Advances in Neural Information Processing Systems 19, Cambridge, MA, (2007)

Graph Laplacian methods for large-scale semidefinite programming, with an application to sensor localization Weinberger, K.; Sha, F.; Zhu, Q.; Saul, L. , Advances in Neural Information Processing Systems 19, Cambridge, MA, (2007)

Large margin hidden Markov models for automatic speech recognition Sha, F.; Saul, L.K. , Advances in Neural Information Processing Systems 19, Cambridge, MA, (2007)

Multiplicative Updates for Nonnegative Quadratic Programming Sha, F.; Lin, Y.; Saul, L.K.; Lee, D.D. , Neural Computation, Volume 19, p.2004--2031, (2007)

Multiplicative Updates for L1-Regularized Linear and Logistic Regression Sha, F.; Park, Y.; Saul, L.K. , Lecture Notes in Computer Science, Ljublijana, Slovenija, (2007)

2006

Distance Metric Learning for Large Margin Nearest Neighbor Classification Weinberger, K.; Blitzer, J.; Saul, L. , Advances in Neural Information Processing Systems 18, Cambridge, MA, p.1473--1480, (2006)

Large margin Gaussian mixture modeling for phonetic classification and recognition Sha, F.; Saul, L.K. , Proceedings of International Conference on Acoustics, Speech, and Signal Processing (ICASSP-06), Tolouse, France, p.265--268, (2006)

Spectral methods for dimensionality reduction Saul, L.K.; Weinberger, K.Q.; Ham, J.H.; Sha, F.; Lee, D.D. , Semisupervised Learning, (2006)

Unsupervised learning of image manifolds by semidefinite programming Weinberger, K.Q.; Saul, L.K. , International Journal of Computer Vision, Volume 70(1), p.77-90, (2006)

2005

Unsupervised learning of image manifolds by semidefinite programming Weinberger, K.Q.; Packer, B.D.; Saul, L.K. , Proceedings of the Tenth International Workshop on Artificial Intelligence and Statistics, January, Barbados, (2005)

Analysis and extension of spectral methods for nonlinear dimensionality reduction. Sha, F.; Saul, L.K. , Proceedings of the 22nd Annual International Conference on Machine Learning (ICML 2005), Bonn, Germany, p.784-791, (2005)

Hierarchical Distributed Representations for Statistical Language Modeling Blitzer, J.; Weinberger, K.; Saul, L.; Pereira, F. , Advances in Neural Information Processing Systems 17, Cambridge, MA, (2005)

Real-Time Pitch Determination of One or More Voices by Nonnegative Matrix Factorization Sha, F.; Saul, L. , Advances in Neural Information Processing Systems 17, Cambridge, MA, (2005)

2004

Learning a kernel matrix for nonlinear dimensionality reduction Weinberger, K.Q.; Sha, F.; Saul, L.K. , Proceedings of the Twenty First International Conference on Machine Learning (ICML-04), Banff, Canada, p.839--846, (2004)

Multiband Statistical Learning for F0 Estimation in Speech Sha, F.; Burgoyne, J.; , L.K.S. , Proceedings of International Conference on Acoustics, Speech, and Signal Processing (ICASSP-2004), Volume 5, Montreal, Canada, p.661--664, (2004)

2003

Multiplicative Updates for Nonnegative Quadratic Programming in Support Vector Machines Sha, F.; Saul, L.K.; Lee, D.D. , Advances in Neural Information Processing Systems 15, Cambridge, MA, p.1041--1048, (2003)

Multiplicative Updates for Large Margin Classifiers Sha, F.; Saul, L.K.; Lee, D.D. , Lecture Notes in Computer Science, Volume 2777, Washington D.C., USA, p.188--202, (2003)

Statistical Signal Processing with Nonnegativity Constraints Saul, L.K.; Sha, F.; Lee, D.D. , Proceedings of EuroSpeech 2003, Volume 2, Geneva, Switzerland, p.1001--1004, (2003)