Factor Graphs for Relational Regression
Sumit Chopra, Trivikraman Thampy, John Leahy, Andrew Caplin, and Yann LeCunTechnical Report: TR2007-906, January 2007
Discovering the Hidden Structure of House Prices with a Non-Parametric Latent Manifold Model
Sumit Chopra, Trivikraman Thampy, John Leahy, Andrew Caplin, and Yann LeCun13th International Conference on Knowledge Discovery and Data Mining (KDD), San Jose CA, August 2007
Energy-Based Models in Document Recognition and Computer Vision
Yann LeCun, Sumit Chopra, Marc'Aurelio Ranzato, and Jie HuangfuProceedings of the International Conference on Document Analysis and Recognition (ICDAR 2007)
A Unified Energy Based Framework for Unsupervised Learning
Marc'Aurelio Ranzato, T-Lan Boureau, Sumit Chopra and Yann LeCunProceedings of the 2007 Conference on Artificial Intelligence and Statistics (AISTATS 2007)
Output-Sensitive Algorithms for Optimally Constructing Upper Envelope of Straight Line Segments in Parallel
Neelima Gupta and Sumit ChopraJournal of Parallel and Distributed Computing (2007)
On-line Learning for Offroad Robots: Using Spatial Label Propagation to Learn Long-Range Traversability
R. Hadsell, P. Sermanet, J. Ben, A. Erkan, J. Han, M. Grimes, S. Chopra, Y. Sulsky, B. Flepp, U. Muller, and Y. LeCunTechnical Report, CBLL-TR-2007-01-01, January 2007
A Tutorial on Energy-Based Learning
Yann LeCun, Sumit Chopra, Raia Hadsell, Jie Huangfu, and Marc'Aurelio RanzatoPredicting Structured Outputs, Bakir et al. (eds), MIT Press 2006.
Efficient Learning of Sparse Overcomplete Representations with Energy-Based Model
Marc'Aurelio Ranzato, Christopher Poultney, Sumit Chopra and Yann LeCunAdvances in Neural Information Processing Systems 19, in Scholkopf et al. (eds), MIT Press, Cambridge, MA, 2006
Dimensionality Reduction by Learning an Invariant Mapping
Raia Hadsell, Sumit Chopra and Yann LeCunIEEE Conference on Computer Vision and Pattern Recognition (CVPR), New York City, NY, June 2006
Learning a Similarity Measure Discriminatively with Applications to Face Verification
Sumit Chopra, Raia Hadsell, and Yann LeCunIEEE Conference on Computer Vision and Pattern Recognition (CVPR), San Diego CA, June 2005.
An Experiment Study of Different Strategies of DNS-Based Load Balancing
T. Agarwal, A. Agarwal, S. Chopra, A. Feldman, N. Kammenhuber, P. Krysta and B. VoekingProceesings of Euro-Par, Klagenfurt Austria, August 2003.
Optimal Output-Sensitive Algorithms for Constructing Upper Envelope of Line Segments in Parallel
Neelima Gupta, Sumit Chopra and Sandeep SenProceedings of Foundations of Software Technology and Theoretical Computer Science (FSTTCS), Bangalore India, December 2001