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SOCO
2010
Springer
14 years 4 months ago
Using evolution strategies to solve DEC-POMDP problems
Decentralized partially observable Markov decision process (DEC-POMDP) is an approach to model multi-robot decision making problems under uncertainty. Since it is NEXP-complete the...
Baris Eker, H. Levent Akin
CP
1995
Springer
15 years 1 months ago
Asynchronous Weak-commitment Search for Solving Distributed Constraint Satisfaction Problems
A distributed constraint satisfaction problem (Distributed CSP) is a CSP in which variables and constraints are distributed among multiple automated agents, and various application...
Makoto Yokoo
AAAI
2004
14 years 11 months ago
Solving Concurrent Markov Decision Processes
Typically, Markov decision problems (MDPs) assume a single action is executed per decision epoch, but in the real world one may frequently execute certain actions in parallel. Thi...
Mausam, Daniel S. Weld
WCE
2007
14 years 10 months ago
A Note on Tornado Diagrams in Interval Decision Analysis
—The research efforts of the DECIDE Research Group have resulted in a decision tool capable of handling imprecise information in complex decision situations. Some of the research...
Jim Idefeldt, Mats Danielson
95
Voted
ISAAC
2010
Springer
253views Algorithms» more  ISAAC 2010»
14 years 7 months ago
Solving Two-Stage Stochastic Steiner Tree Problems by Two-Stage Branch-and-Cut
Abstract. We consider the Steiner tree problem under a 2-stage stochastic model with recourse and finitely many scenarios (SSTP). Thereby, edges are purchased in the first stage wh...
Immanuel M. Bomze, Markus Chimani, Michael Jü...