226 citations · 240 across the 5 of their papers we have counts for
4 papers · 1 filter
Hierarchical Solution of Markov Decision Processes using Macro-actions
Milos Hauskrecht, Nicolas Meuleau, Leslie Pack Kaelbling +2
We investigate the use of temporally abstract actions, or macro-actions, in the solution of Markov decision processes. Unlike current models that combine both primitive actions and…
A Clustering Approach to Solving Large Stochastic Matching Problems
Milos Hauskrecht, Eli Upfal
In this work we focus on efficient heuristics for solving a class of stochastic planning problems that arise in a variety of business, investment, and industrial applications. The…
Monte-Carlo optimizations for resource allocation problems in stochastic network systems
Milos Hauskrecht, Tomas Singliar
Real-world distributed systems and networks are often unreliable and subject to random failures of its components. Such a stochastic behavior affects adversely the complexity of op…
Solving Factored MDPs with Continuous and Discrete Variables
Carlos E. Guestrin, Milos Hauskrecht, Branislav Kveton
Although many real-world stochastic planning problems are more naturally formulated by hybrid models with both discrete and continuous variables, current state-of-the-art methods c…