141 citations · 265 across the 14 of their papers we have counts for
4 papers · 1 filter
Lessons Learned from Development of a Software Tool to Support Academic Advising
Nicholas Mattei, Thomas Dodson, Joshua T. Guerin +2
We detail some lessons learned while designing and testing a decision-theoretic advising support tool for undergraduates at a large state university. Between 2009 and 2011 we condu…
Approximation of Lorenz-Optimal Solutions in Multiobjective Markov Decision Processes
Patrice Perny, Paul Weng, Judy Goldsmith +1
This paper is devoted to fair optimization in Multiobjective Markov Decision Processes (MOMDPs). A MOMDP is an extension of the MDP model for planning under uncertainty while tryin…
The Complexity of Plan Existence and Evaluation in Probabilistic Domains
Judy Goldsmith, Michael L. Littman, Martin Mundhenk
We examine the computational complexity of testing and finding small plans in probabilistic planning domains with succinct representations. We find that many problems of interest a…
My Brain is Full: When More Memory Helps
Christopher Lusena, Tong Li, Shelia Sittinger +2
We consider the problem of finding good finite-horizon policies for POMDPs under the expected reward metric. The policies considered are {em free finite-memory policies with limite…