Previous Project
Publications
Refereed Journal Articles:
- Ranking Policies in Discrete Markov Decision Processes, Peng Dai and Judy Goldsmith. Annals of Mathematics and Artificial Intelligence. (2010) 59: 107-123
- Decision-Theoretic Control of Crowd-Sourced Workflows, Peng Dai, Mausam and Daniel S. Weld. Twenty-Fourth National Conference on Artificial Intelligence (AAAI-10). Atlanta, GA, July 2010. pp. ***-***
- Finding k best policies, Peng Dai and Judy Goldsmith. First International Conference on Algorithmic Decision Theory (ADT-09). Venice, Italy, October 2009. pp.144-155
- Focused Topological Value Iteration, Peng Dai, Mausam and Daniel S. Weld. Nineteenth International Conference on Automated Planning and Scheduling (ICAPS-09). Thessaloniki, Greece, September 2009. pp.82-89
- Domain-Independent, Automatic Partitioning for Probabilistic Planning, Peng Dai, Mausam and Daniel S. Weld. Twenty-First International Joint Conference on Artificial Intelligence (IJCAI-09). Pasadena, CA, July 2009. pp.1677-1683
- Partitioned External Memory Value Iteration, Peng Dai, Mausam and Daniel S. Weld. Twenty-Third National Conference on Artificial Intelligence (AAAI-08). Chicago, IL, July 2008. pp. 898-904
- Expediting RL by Using Graphical Structures, Peng Dai, Alexander L. Strehl and Judy Goldsmith. Seventh International Conference on Autonomous Agents and Multiagent Systems (AAMAS-08). Estoril, Portugal, May 2008. pp. 1325-1328
- Prioritizing Bellman Backups without a Priority Queue, Peng Dai and Eric A. Hansen. Seventeenth International Conference on Automated Planning and Scheduling (ICAPS-07). Providence, RI, September 2007. pp. 113-119
- Multi-threaded BLAO* Algorithm, Peng Dai and Judy Goldsmith. Twentieth International Florida Artificial Intelligence Research Society conference (FLAIRS-07). Key West, FL, May 2007. pp. 56-62
- Topological value iteration algorithm for Markov decision processes, Peng Dai and Judy Goldsmith. Twentieth International Joint Conference on Artificial Intelligence (IJCAI-07). Hyderabad, India, January 2007. pp.1860-1865
- Decision-Theoretic Control of Crowd-Sourced Workflows, Peng Dai, Mausam and Daniel S. Weld. ICAPS-10 Scheduling and Planning Applications workshop, Toronto, Canada, May 2010. pp.1-6
- Heuristic Search Ideas for Deterministic and Probabilistic Problems, Peng Dai. ICAPS-08 Workshop on A Reality Check for Planning and Scheduling Under Uncertainty, Sydney, Austrilia, September 2008. pp.**-**
- LAO*, RLAO*, or BLAO*, Peng Dai and Judy Goldsmith. AAAI-06 Workshop on Heuristic Search, Memory-Based Heuristics and Their Applications, Boston, MA, July 2006. pp.59-64
- Decision-Theoretic Control of Crowd-Sourced Workflows, Peng Dai, Mausam and Daniel S. Weld. ICAPS-10 Doctoral Consortium
- Faster Dynamic Programming for MDPs, Peng Dai and Judy Goldsmith. ICAPS-07 Doctoral Consortium
Colloquia and invited talks
- Bidirectional heuristic search MDP solvers, Host: Dr. Michael L. Littman, Department of Computer Science, Rutgers University, NJ, Feburary 2007.