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Sajid Siddiqi
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Closing the learning-planning loop with predictive state representations
B Boots, SM Siddiqi, GJ Gordon
The International Journal of Robotics Research 30 (7), 954-966, 2011
2812011
Hilbert space embeddings of hidden Markov models
L Song, B Boots, SM Siddiqi, GJ Gordon, A Smola
Carnegie Mellon University, 2010
2432010
Hilbert space embeddings of hidden Markov models
L Song, B Boots, SM Siddiqi, GJ Gordon, A Smola
Carnegie Mellon University, 2010
2432010
An experimental study of localization using wireless ethernet
A Howard, S Siddiqi, GS Sukhatme
Field and Service Robotics: Recent Advances in Reserch and Applications, 145-153, 2006
1552006
A constraint generation approach to learning stable linear dynamical systems
SM Siddiqi, B Boots, GJ Gordon
Advances in Neural Information Processing Systems 20, 1329-1336, 2008
146*2008
Reduced-rank hidden Markov models
S Siddiqi, B Boots, G Gordon
Proceedings of the Thirteenth International Conference on Artificial …, 2010
1412010
A latent space approach to dynamic embedding of co-occurrence data
P Sarkar, SM Siddiqi, GJ Gordon
Artificial Intelligence and Statistics, 420-427, 2007
872007
Fast state discovery for HMM model selection and learning
SM Siddiqi, GJ Gordon, AW Moore
Artificial Intelligence and Statistics, 492-499, 2007
812007
Machine learning for adaptive power management
S Mannor, B Kveton, S Siddiqi, CH Yu
Autonomic Computing 10 (4), 299-312, 2006
512006
Experiments in monte-carlo localization using wifi signal strength
S Siddiqi, GS Sukhatme, A Howard
Proceedings of the International Conference on Advanced Robotics, 210-223, 2003
482003
Fast inference and learning in large-state-space HMMs
SM Siddiqi, AW Moore
Proceedings of the 22nd international conference on Machine learning, 800-807, 2005
392005
Automatic state discovery for unstructured audio scene classification
J Ramos, S Siddiqi, A Dubrawski, G Gordon, A Sharma
2010 IEEE International Conference on Acoustics, Speech and Signal …, 2010
82010
Combining cost and reliability for rough terrain navigation
J Kwak, M Pivtoraiko, R Simmons
9th Int. Symposium on Artificial Intelligence, Robotics and Automation in …, 2008
82008
Sequence selection for active learning
B Anderson, S Siddiqi, A Moore
Submitted to International Conference on Machine Learning, 2006
72006
Learning latent variable and predictive models of dynamical systems
SM Siddiqi
Carnegie Mellon University, 2009
62009
System and method for identifying an observed phenemenon
A Datta, KM Yoon, SM Siddiqi, MS Bauer, A Sharma
US Patent App. 12/240,796, 2011
52011
Learning stable multivariate baseline models for outbreak detection
SM Siddiqi, B Boots, GJ Gordon, AW Dubrawski
Advances in Disease Surveillance 4 (266), 1-7.3, 2007
52007
Approximate Kalman filters for embedding author-word co-occurrence data over time
P Sarkar, SM Siddiqi, GJ Gordon
ICML Workshop on Statistical Network Analysis, 126-139, 2006
42006
A constraint generation approach to learning stable linear dynamical systems
SM Siddiqi, B Boots, GJ Gordon
CARNEGIE-MELLON UNIV PITTSBURGH PA SCHOOL OF COMPUTER SCIENCE, 2008
2008
Latent Variable and Predictive Models of Dynamical Systems
SM Siddiqi
2007
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Articles 1–20