Aggregate Simulation for Planning and Inference.

Cui, Hao.


  • Many algorithms for decision making and machine learning problems are centered around the ideas of sampling and optimization. In this thesis, we introduce a new technique, aggregate simulation, and show how it works for decision making in Markov decision processes (MDP), decision making in partially observable MDPs (POMDP), and inference in Bayesian networks. The original idea of aggregate ... read more
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