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» Scaling into Ambient Intelligence
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EVOW
2006
Springer
15 years 5 months ago
Optimisation of Constant Matrix Multiplication Operation Hardware Using a Genetic Algorithm
Abstract. The efficient design of multiplierless implementations of constant matrix multipliers is challenged by the huge solution search spaces even for small scale problems. Prev...
Andrew Kinane, Valentin Muresan, Noel E. O'Connor
PRICAI
2000
Springer
15 years 5 months ago
Generating Hierarchical Structure in Reinforcement Learning from State Variables
This paper presents the CQ algorithm which decomposes and solves a Markov Decision Process (MDP) by automatically generating a hierarchy of smaller MDPs using state variables. The ...
Bernhard Hengst
AIPS
2010
15 years 4 months ago
Improving Determinization in Hindsight for On-line Probabilistic Planning
Recently, `determinization in hindsight' has enjoyed surprising success in on-line probabilistic planning. This technique evaluates the actions available in the current state...
Sung Wook Yoon, Wheeler Ruml, J. Benton, Minh Do
AAAI
2008
15 years 4 months ago
Exploiting Causal Independence Using Weighted Model Counting
Previous studies have demonstrated that encoding a Bayesian network into a SAT-CNF formula and then performing weighted model counting using a backtracking search algorithm can be...
Wei Li 0002, Pascal Poupart, Peter van Beek
AAAI
2008
15 years 4 months ago
How Good is Almost Perfect?
Heuristic search using algorithms such as A and IDA is the prevalent method for obtaining optimal sequential solutions for classical planning tasks. Theoretical analyses of these ...
Malte Helmert, Gabriele Röger