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AAIM
2009
Springer
101views Algorithms» more  AAIM 2009»
15 years 4 months ago
Integer Polyhedra for Program Analysis
Polyhedra are widely used in model checking and abstract interpretation. Polyhedral analysis is effective when the relationships between variables are linear, but suffers from im...
Philip J. Charles, Jacob M. Howe, Andy King
ICML
2006
IEEE
15 years 4 months ago
Automatic basis function construction for approximate dynamic programming and reinforcement learning
We address the problem of automatically constructing basis functions for linear approximation of the value function of a Markov Decision Process (MDP). Our work builds on results ...
Philipp W. Keller, Shie Mannor, Doina Precup
SAS
2004
Springer
134views Formal Methods» more  SAS 2004»
15 years 3 months ago
Towards Declarative Programming for Web Services
ness Refinement in Abstract Symbolic Trajectory Evaluation . . . . 38 Mila Dalla Preda Constraint-Based Linear-Relations Analysis . . . . . . . . . . . . . . . . . . . . . . . . ....
Sheila A. McIlraith
JAIR
2006
122views more  JAIR 2006»
14 years 10 months ago
Solving Factored MDPs with Hybrid State and Action Variables
Efficient representations and solutions for large decision problems with continuous and discrete variables are among the most important challenges faced by the designers of automa...
Branislav Kveton, Milos Hauskrecht, Carlos Guestri...
JAIR
2010
115views more  JAIR 2010»
14 years 8 months ago
An Investigation into Mathematical Programming for Finite Horizon Decentralized POMDPs
Decentralized planning in uncertain environments is a complex task generally dealt with by using a decision-theoretic approach, mainly through the framework of Decentralized Parti...
Raghav Aras, Alain Dutech