Towards Scalable MDP Algorithms

Kolobov, Andrey; Mausam; Weld, Daniel S.

doi:10.5591/978-1-57735-516-8/IJCAI11-481

Towards Scalable MDP Algorithms

Andrey Kolobov, Mausam, Daniel S. Weld

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Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence. Pages 2818-2818.

https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-481

Abstract

The scalability of algorithms for solving Markov Decision Processes (MDPs) has been a limiting factor for MDPs as a modeling tool. This dissertation develops theoretical and empirical techniques for solving larger MDPs than was possible before, and aims to demonstrate the achieved progress by applying these new algorithms to a real-world problem.

Andrey Kolobov, Mausam, and Daniel S. Weld. 2011. Towards Scalable MDP Algorithms. In Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11. IJCAI, 2818–2818. https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-481

@inproceedings{ijcai2011p481,
  title     = {Towards Scalable MDP Algorithms},
  author    = {Kolobov, Andrey and Mausam and Weld, Daniel S.},
  booktitle = {Proceedings of the Twenty-Second International Joint Conference on
               Artificial Intelligence, {IJCAI-11}},
  publisher = {AAAI Press/International Joint Conferences on Artificial Intelligence},
  editor    = {Toby Walsh},
  pages     = {2818--2818},
  year      = {2011},
  month     = {7},
  doi       = {10.5591/978-1-57735-516-8/IJCAI11-481},
  url       = {https://doi.org/10.5591/978-1-57735-516-8/IJCAI11-481},
}

TY  - CPAPER
TI  - Towards Scalable MDP Algorithms
AU  - Kolobov, Andrey
AU  - Mausam
AU  - Weld, Daniel S.
T2  - Proceedings of the Twenty-Second International Joint Conference on Artificial Intelligence, IJCAI-11
PB  - AAAI Press/International Joint Conferences on Artificial Intelligence
PY  - 2011
SP  - 2818
EP  - 2818
DO  - 10.5591/978-1-57735-516-8/IJCAI11-481
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ER  -