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JAIR
2000
152views more  JAIR 2000»
13 years 8 months ago
Value-Function Approximations for Partially Observable Markov Decision Processes
Partially observable Markov decision processes (POMDPs) provide an elegant mathematical framework for modeling complex decision and planning problems in stochastic domains in whic...
Milos Hauskrecht
EUSFLAT
2009
135views Fuzzy Logic» more  EUSFLAT 2009»
13 years 6 months ago
Exchanging Iterated Expectations of Random Upper Semicontinuous Functions: an application to decision theory
In this paper we present a procedure to deal with a kind of single-stage decision problems with imprecise utilities. In this type of problems the product measurability of the utili...
Miguel López-Díaz, Luis J. Rodr&iacu...
CDC
2010
IEEE
141views Control Systems» more  CDC 2010»
13 years 3 months ago
A dynamic programming algorithm for decentralized Markov decision processes with a broadcast structure
We give an optimal dynamic programming algorithm to solve a class of finite-horizon decentralized Markov decision processes (MDPs). We consider problems with a broadcast informati...
Jeff Wu, Sanjay Lall
ISMIS
2003
Springer
14 years 2 months ago
Searching for the Complex Decision Reducts: The Case Study of the Survival Analysis
Generalization of the fundamental rough set discernibility tools aiming at searching for relevant patterns for complex decisions is discussed. As an example of application, there i...
Jan G. Bazan, Andrzej Skowron, Dominik Slezak, Jak...
JAR
2007
90views more  JAR 2007»
13 years 8 months ago
A Tableau Decision Procedure for SHOIQ
Abstract. OWL DL, a new W3C ontology language recommendation, is based on the expressive description logic SHOIN. Although the ontology consistency problem for SHOIN is known to be...
Ian Horrocks, Ulrike Sattler