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GECCO
2006
Springer
133views Optimization» more  GECCO 2006»
15 years 4 months ago
On-line evolutionary computation for reinforcement learning in stochastic domains
In reinforcement learning, an agent interacting with its environment strives to learn a policy that specifies, for each state it may encounter, what action to take. Evolutionary c...
Shimon Whiteson, Peter Stone
91
Voted
ATAL
2009
Springer
15 years 7 months ago
Effective tag mechanisms for evolving cooperation
Certain observable features (tags), shared by a group of similar agents, can be used to signal intentions and can be effectively used to infer unobservable properties. Such infere...
Matthew Matlock, Sandip Sen
163
Voted
ATAL
2008
Springer
15 years 2 months ago
eCAT: a tool for automating test cases generation and execution in testing multi-agent systems
We introduce eCAT, a tool that supports deriving test cases semi-automatically from goal-based analysis diagrams, generates meaningful test inputs based on agent interaction ontol...
Duy Cu Nguyen, Anna Perini, Paolo Tonella
86
Voted
ATAL
2009
Springer
15 years 7 months ago
SarsaLandmark: an algorithm for learning in POMDPs with landmarks
Reinforcement learning algorithms that use eligibility traces, such as Sarsa(λ), have been empirically shown to be effective in learning good estimated-state-based policies in pa...
Michael R. James, Satinder P. Singh
100
Voted
IDEAL
2005
Springer
15 years 6 months ago
Generating Predicate Rules from Neural Networks
Artificial neural networks play an important role for pattern recognition tasks. However, due to poor comprehensibility of the learned network, and the inability to represent expl...
Richi Nayak