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All publications by M. P. Kumar
authors venues years



Efficient Optimization for Average Precision SVM
Pritish Mohapatra, C.v. Jawahar and M. P. Kumar
Advances in Neural Information Processing Systems 27, 2014


Rounding-based Moves for Metric Labeling
M. P. Kumar
Advances in Neural Information Processing Systems 27, 2014


Modeling Latent Variable Uncertainty for Loss-based Learning
M. P. Kumar, Ben Packer and Daphne Koller
Proceedings of the 29th International Conference on Machine Learning (ICML-12), 2012


Max-Margin Min-Entropy Models
Kevin Miller, M. P. Kumar, Benjamin Packer, Danny Goodman and Daphne Koller
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


Self-Paced Learning for Latent Variable Models
M. P. Kumar, Benjamin Packer and Daphne Koller
Advances in Neural Information Processing Systems 23, 2010


An Analysis of Convex Relaxations for MAP Estimation of Discrete MRFs
M. P. Kumar, Vladimir Kolmogorov and Philip Torr
Journal of Machine Learning Research, 2009


Learning a Small Mixture of Trees
M. P. Kumar and Daphne Koller
Advances in Neural Information Processing Systems 22, 2009


Efficiently solving convex relaxations for MAP estimation
M. P. Kumar and Philip Torr
Proceedings of the 25th International Conference on Machine Learning (ICML-08), 2008


Improved Moves for Truncated Convex Models
Philip Torr and M. P. Kumar
Advances in Neural Information Processing Systems 21, 2008