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CI
2006
94views more  CI 2006»
13 years 9 months ago
Against Optimality: Logical Foundations for Decision-Theoretic Planning in Autonomous Agents
This paper investigates decision-theoretic planning in sophisticated autonomous agents operating in environments of real-world complexity. An example might be a planetary rover ex...
John L. Pollock
GLOBECOM
2007
IEEE
14 years 4 months ago
Low Complexity Soft-Input Soft-Output Block Decision Feedback Equalization
— A low complexity soft-input soft-output (SISO) block decision feedback equalization (BDFE) algorithm is presented for Turbo equalization. Based on minimum mean square error (MM...
Jingxian Wu, Yahong Rosa Zheng
ICLP
2007
Springer
14 years 3 months ago
Logic Programming Approach to Automata-Based Decision Procedures
We propose a novel technique that maps decision problems in WS1S (weak monadic second-order logic with n successors) to the problem of query evaluation of Complex-value Datalog que...
Gulay Ünel, David Toman
SARA
2007
Springer
14 years 3 months 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
CDC
2009
IEEE
133views Control Systems» more  CDC 2009»
14 years 2 months ago
Arbitrarily modulated Markov decision processes
— We consider decision-making problems in Markov decision processes where both the rewards and the transition probabilities vary in an arbitrary (e.g., nonstationary) fashion. We...
Jia Yuan Yu, Shie Mannor