33 citations · 43 across the 2 of their papers we have counts for
2 papers
cs.AI2012★ 10 cited
Approximate Linear Programming for First-order MDPs
Scott Sanner, Craig Boutilier
We introduce a new approximate solution technique for first-order Markov decision processes (FOMDPs). Representing the value function linearly w.r.t. a set of first-order basis fun…
cs.AI2012★ 33 cited
Practical Linear Value-approximation Techniques for First-order MDPs
Scott Sanner, Craig Boutilier
Recent work on approximate linear programming (ALP) techniques for first-order Markov Decision Processes (FOMDPs) represents the value function linearly w.r.t. a set of first-order…