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SARA
2007
Springer
16 years 29 days ago
Active Learning of Dynamic Bayesian Networks in Markov Decision Processes
Several recent techniques for solving Markov decision processes use dynamic Bayesian networks to compactly represent tasks. The dynamic Bayesian network representation may not be g...
Anders Jonsson, Andrew G. Barto
ANTSW
2004
Springer
16 years 7 days ago
Hypothesis Corroboration in Semantic Spaces with Swarming Agents
To anticipate and prevent acts of terrorism, Indications and Warnings analysts try to connect clues gleaned from massive quantities of complex data. Multi-agent approaches to suppo...
Peter Weinstein, H. Van Dyke Parunak, Paul Chiusan...
ECAI
2004
Springer
16 years 7 days ago
Planning with Numerical Expressions in LPG
Abstract. We present some techniques for handling planning problems with numerical expressions that can be specified using the standard planning language PDDL. These techniques ar...
Alfonso Gerevini, Alessandro Saetti, Ivan Serina
ECAI
2004
Springer
16 years 7 days ago
Simplicity in Solving the Frame Problem
Abstract. This paper presents an approach for reasoning about action and change which appeals to the principle of Occam’s razor— roughly stating that the simplest explanations ...
Victor Jauregui, Maurice Pagnucco, Norman Y. Foo
ECAI
2004
Springer
16 years 7 days ago
Models of Behavior Deviations in Model-Based Systems
Tasks like diagnosis, failure-modes-and-effects analysis (FMEA), and therapy proposal involve reasoning about variables and parameters deviating from some reference state. In model...
Peter Struss