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All publications by Sajid M. Siddiqi
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Hilbert Space Embeddings of Hidden Markov Models
Le Song, Byron Boots, Sajid M. Siddiqi, Geoffrey J. Gordon and Alex J. Smola
Proceedings of the 27th International Conference on Machine Learning (ICML-10), 2010


Reduced-Rank Hidden Markov Models
Sajid M. Siddiqi, Byron Boots and Geoffrey J. Gordon
Proceedings of the Thirteenth International Conference on Artificial Intelligence and Statistics (AISTATS-10), 2010


A Constraint Generation Approach to Learning Stable Linear Dynamical Systems
Byron Boots, Geoffrey J. Gordon and Sajid M. Siddiqi
Advances in Neural Information Processing Systems 20, 2007


Fast State Discovery for HMM Model Selection and Learning
Sajid M. Siddiqi, Geoffrey J. Gordon and Andrew W. Moore
Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS-07), 2007


A Latent Space Approach to Dynamic Embedding of Co-occurrence Data
Purnamrita Sarkar, Sajid M. Siddiqi and Geoffrey J. Gordon
Proceedings of the Eleventh International Conference on Artificial Intelligence and Statistics (AISTATS-07), 2007


Fast inference and learning in large-state-space HMMs
Sajid M. Siddiqi and Andrew W. Moore
Proceedings of the 22nd International Conference on Machine Learning (ICML-05), 2005