Outputs (53)
A learning classifier system approach to the identification of cellular automata (2007)
Journal Article
Towards machine learning control of chemical computers (2006)
Book Chapter
A comparison of DWT/PAA and DFT for time series classification (2006)
Presentation / Conference Contribution
Discrete Fourier transforms (DFT) and Haar two, PAA is identical to a Haar Wavelet transformation [61. wavelets (DWT) were proposed for the use in time series data mining over five years ago and have since proved to be popular algorithms for the tran... Read More about A comparison of DWT/PAA and DFT for time series classification.
X-TCS: Accuracy-based learning classifier system robotics (2005)
Journal Article
Although most learning classifier system (LCS) research uses the accuracy-based XCS, it had never been used to control a physical robot before. In comparison to purely evolutionary or purely reinforcement learning approaches, an LCS should be faster... Read More about X-TCS: Accuracy-based learning classifier system robotics.
Towards predicting spatial complexity: a learning classifier system approach to the identification of cellular automata (2005)
Presentation / Conference Contribution
This paper presents a novel approach to the programming of automata-based simulation and computation using a machine learning technique. The identification of lattice-based automata for real-world applications is cast as a data mining problem. Our ap... Read More about Towards predicting spatial complexity: a learning classifier system approach to the identification of cellular automata.
On the use of rule-sharing in learning classifier system ensembles (2005)
Presentation / Conference Contribution
Attribute selection methods for filtered attribute subspace based bagging with injected randomness (FASBIR) (2005)
Presentation / Conference Contribution
An accuracy-based fuzzy classifier system (2004)
Presentation / Conference Contribution
Fuzzy XCS: An accuracy-based fuzzy classifier system (2004)
Journal Article
Consideration of multiple objectives in neural learning classifier systems (2002)
Presentation / Conference Contribution
© Springer-Verlag Berlin Heidelberg 2002. For effective use in a number of problem domains Learning Classifier Systems must be able to manage multiple objectives. This paper explicitly considers the case of developing the controller for a simulated m... Read More about Consideration of multiple objectives in neural learning classifier systems.
ZCS and TCS learning classifier system controllers on real robots (2002)
Journal Article
To date there has only been one implementation of Holland's Learning Classifier System (LCS) on real robots. In this paper the use of Wilson's ZCS system is described for an obstacle avoidance task. Although the task is simple it does present some ad... Read More about ZCS and TCS learning classifier system controllers on real robots.