Marek Petrik, Ph.D.
Affiliations: | 2010 | Computer Science | University of Massachusetts, Amherst, Amherst, MA |
Area:
Artificial Intelligence, Applied MathematicsGoogle:
"Marek Petrik"Parents
Sign in to add mentor| Shlomo Zilberstein | grad student | 2010 | U Mass Amherst | |
| (Optimization-based approximate dynamic programming.) | ||||
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Publications
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| Liu B, Gemp I, Ghavamzadeh M, et al. (2018) Proximal Gradient Temporal Difference Learning: Stable Reinforcement Learning with Polynomial Sample Complexity Journal of Artificial Intelligence Research. 63: 461-494 |
| Iancu DA, Petrik M, Subramanian D. (2015) Tight approximations of dynamic risk measures Mathematics of Operations Research. 40: 655-682 |
| Marecki J, Petrik M, Subramanian D. (2013) Solution methods for constrained Markov decision process with continuous probability modulation Uncertainty in Artificial Intelligence - Proceedings of the 29th Conference, Uai 2013. 518-526 |
| Petrik M, Zilberstein S. (2012) Learning feature-based heuristic functions Autonomous Search. 2147483647: 269-305 |
| Petrik M. (2012) Approximate dynamic programming by minimizing distributionally robust bounds Proceedings of the 29th International Conference On Machine Learning, Icml 2012. 1: 497-504 |
| Petrik M, Zilberstein S. (2011) Linear dynamic programs for resource management Proceedings of the National Conference On Artificial Intelligence. 2: 1377-1383 |
| Petrik M, Zilberstein S. (2011) Robust approximate bilinear programming for value function approximation Journal of Machine Learning Research. 12: 3027-3063 |
| Petrik M, Taylor G, Parr R, et al. (2010) Feature selection using regularization in approximate linear programs for markov decision processes Icml 2010 - Proceedings, 27th International Conference On Machine Learning. 871-878 |
| Petrik M, Zilberstein S. (2009) A Bilinear programming approach for multiagent planning Journal of Artificial Intelligence Research. 35: 235-274 |
| Petrik M, Zilberstein S. (2009) Constraint relaxation in approximate linear programs Acm International Conference Proceeding Series. 382 |