Fast inference and learning in large-state-space HMMs. - Sajid M. Siddiqi; Andrew W. Moore 001 (ICML, 2005)

Approximate Kalman Filters for Embedding Author-Word Co-occurrence Data over Time. - Purnamrita Sarkar; Sajid M. Siddiqi; Geoffrey J. Gordon (SNA@ICML, 2006)

A Constraint Generation Approach to Learning Stable Linear Dynamical Systems. - Sajid M. Siddiqi; Byron Boots; Geoffrey J. Gordon (NIPS, 2007)

A Latent Space Approach to Dynamic Embedding of Co-occurrence Data. - Purnamrita Sarkar; Sajid M. Siddiqi; Geoffrey J. Gordon (AISTATS, 2007)

Fast State Discovery for HMM Model Selection and Learning. - Sajid M. Siddiqi; Geoffrey J. Gordon; Andrew W. Moore 001 (AISTATS, 2007)

Automatic state discovery for unstructured audio scene classification. - Julian Ramos 001; Sajid M. Siddiqi; Artur Dubrawski; Geoffrey J. Gordon; Abhishek Sharma (ICASSP, 2010)

Hilbert Space Embeddings of Hidden Markov Models. - Le Song; Byron Boots; Sajid M. Siddiqi; Geoffrey J. Gordon; Alexander J. Smola (ICML, 2010)

Reduced-Rank Hidden Markov Models. - Sajid M. Siddiqi; Byron Boots; Geoffrey J. Gordon (AISTATS, 2010)

Closing the learning-planning loop with predictive state representations. - Byron Boots; Sajid M. Siddiqi; Geoffrey J. Gordon (Int. J. Robotics Res., 2011)