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All publications by Akshat Kumar
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Message Passing for Collective Graphical Models
Tao Sun, Dan Sheldon and Akshat Kumar
Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015


Approximate Inference in Collective Graphical Models
Daniel Sheldon, Tao Sun, Akshat Kumar and Tom Dietterich
Proceedings of the 30th International Conference on Machine Learning (ICML-13), 2013


Message-Passing Algorithms for MAP Estimation Using DC Programming
Akshat Kumar, Shlomo Zilberstein and Marc Toussaint
Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS-12), 2012


MAP Estimation for Graphical Models by Likelihood Maximization
Akshat Kumar and Shlomo Zilberstein
Advances in Neural Information Processing Systems 23, 2010