Sajid M. Siddiqi
I am a software engineer at Google Pittsburgh where I work on models that predict clickthrough rates for ads. I completed my PhD in Robotics at Carnegie Mellon in 2009, where I worked with Geoff Gordon. My thesis focused on statistical machine learning methods for efficiently modeling high-dimensional temporal data for prediction and classification in mobile robotics, computer vision, signal processing and other areas.
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Hilbert Space Embeddings of Hidden Markov Models
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Le Song
Byron Boots
Geoffrey J. Gordon
Alex Smola
Proceedings of the International Conference on Machine Learning (ICML) (2010)
Reduced-Rank Hidden Markov Models
Byron Boots
Geoffrey J. Gordon
In Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) (2010)
Automatic State Discovery for Unstructured Audio Scene Classification
Julian Ramos
Artur Dubrawski
Geoffrey J. Gordon
Abhishek Sharma
Proceedings of the International Conference on Acoustics, Speech and Signal Processing (ICASSP) (2010)
A Constraint Generation Approach to Learning Stable Linear Dynamical Systems
Byron Boots
Geoffrey J. Gordon
Advances in Neural Information Processing Systems (NIPS) (2008)
A Latent Space Approach to Dynamic Embedding of Co-occurrence Data
Purnamrita Sarkar
Geoffrey J. Gordon
Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) (2007)
Fast State Discovery for HMM Model Selection and Learning
Geoffrey J. Gordon
Andrew Moore
Proceedings of the International Conference on Artificial Intelligence and Statistics (AISTATS) (2007)
Machine Learning for Adaptive Power Management
Georgios Theocharous
Shie Mannor
Nilesh Shah
Prashant Gandhi
Branislav Kveton
Chih-Han Yu
Intel Technology Journal, vol. 10(4) (2006)
Fast Inference and Learning in Large-State-Space HMMs
Andrew W. Moore
Proceedings of the International Conference on Machine Learning (ICML) (2005)
Experiments in Monte-Carlo Localization using WiFi Signal Strength
Gaurav Sukhatme
Andrew Howard
Proceedings of the International Conference on Advanced Robotics (ICAR) (2003)
An Experimental Study of Localization using Wireless Ethernet
Andrew Howard
Gaurav Sukhatme
Proceedings of the International Conference on Field and Service Robotics (FSR) (2003)