226 citations · 541 across the 30 of their papers we have counts for
Showing 2013 · cs.AIShow all
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cs.AI2013★ 4 cited
Sparse Linear Dynamical System with Its Application in Multivariate Clinical Time Series
Zitao Liu, Milos Hauskrecht
Linear Dynamical System (LDS) is an elegant mathematical framework for modeling and learning multivariate time series. However, in general, it is difficult to set the dimension of…
cs.AI2013★ 226 cited
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…
cs.AI2013★ 4 cited
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…