Robot Shaping: An Experiment in Behavior Engineering
Robot Shaping: An Experiment in Behavior Engineering
Probability-Enhanced Predictions in the Anticipatory Classifier System
IWLCS '00 Revised Papers from the Third International Workshop on Advances in Learning Classifier Systems
Biasing Exploration in an Anticipatory Learning Classifier System
IWLCS '01 Revised Papers from the 4th International Workshop on Advances in Learning Classifier Systems
On lookahead and latent learning in simple LCS
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Proceedings of the 9th annual conference companion on Genetic and evolutionary computation
Short communication: Mining knowledge from data using Anticipatory Classifier System
Knowledge-Based Systems
Proceedings of the 10th annual conference companion on Genetic and evolutionary computation
On Lookahead and Latent Learning in Simple LCS
Learning Classifier Systems
Anticipatory Learning Classifier Systems and Factored Reinforcement Learning
Anticipatory Behavior in Adaptive Learning Systems
Designing efficient exploration with MACS: modules and function approximation
GECCO'03 Proceedings of the 2003 international conference on Genetic and evolutionary computation: PartII
Three methods for covering missing input data in XCS
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Detection of sentinel predictor-class associations with XCS: a sensitivity analysis
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
The EpiXCS workbench: a tool for experimentation and visualization
IWLCS'03-05 Proceedings of the 2003-2005 international conference on Learning classifier systems
Proceedings of the 12th annual conference companion on Genetic and evolutionary computation
Proceedings of the 13th annual conference companion on Genetic and evolutionary computation
Towards a mapping of modern AIS and LCS
ICARIS'11 Proceedings of the 10th international conference on Artificial immune systems
BRA: An Algorithm for Simulating Bounded Rational Agents
Computational Economics
Learning classifier system with average reward reinforcement learning
Knowledge-Based Systems
Dynamical genetic programming in xcsf
Evolutionary Computation
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The various modifications and extensions of the anticipatory classifier system (ACS) recently led to the introduction of ACS2, an enhanced and modified version of ACS. This chapter provides an overview over the system including all parameters as well as framework, structure, and environmental interaction. Moreover, a precise description of all algorithms in ACS2 is provided.