All Outputs (261)

Using XCS to describe continuous-valued problem spaces (2007)
Presentation / Conference Contribution

Learning classifier systems have previously been shown to have some application in single-step tasks. This paper extends work in the area by applying the classifier system to progressively more complex multi-modal test environments, each with typical... Read More about Using XCS to describe continuous-valued problem spaces.

A learning classifier system approach to the identification of cellular automata (2007)
Journal Article

A learning classifier system approach to clustering (2006)
Presentation / Conference Contribution

Electrophysiological measurements in three-dimensional in vivo-mimetic organotypic cell cultures: Preliminary studies with hen embryo brain spheroids (2006)
Journal Article

Using three-dimensional artificial tissue constructs shown to offer organotypic functionality, hen embryo brain spheroids were used as a novel electrophysiological paradigm. For the first time, single spontaneous action potentials were recorded from... Read More about Electrophysiological measurements in three-dimensional in vivo-mimetic organotypic cell cultures: Preliminary studies with hen embryo brain spheroids.

Variance stabilizing regression ensembles for environmental models (2006)
Presentation / Conference Contribution

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.

Using a learning classifier system for clustering (2006)
Presentation / Conference Contribution

A neural learning classifier system with self-adaptive constructivism for mobile robot control (2006)
Journal Article

For artificial entities to achieve true autonomy and display complex lifelike behavior, they will need to exploit appropriate adaptable learning algorithms. In this context adaptability implies flexibility guided by the environment at any given time... Read More about A neural learning classifier system with self-adaptive constructivism for mobile robot control.

SCDM User Guide (2006)
Other

Coevolutionary species adaptation genetic algorithms: A continuing SAGA on coupled fitness landscapes (2005)
Presentation / Conference Contribution

The Species Adaptation Genetic Algorithm (SAGA) was introduced to facilitate the open-ended evolution of artificial systems. The approach enables genotypes to increase in length through appropriate mutation operators and has been successfully exploit... Read More about Coevolutionary species adaptation genetic algorithms: A continuing SAGA on coupled fitness landscapes.

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.

Building anticipations in an accuracy-based learning classifier system by use of an artificial neural network (2005)
Book Chapter

Coevolutionary species adaptation genetic algorithms: growth and mutation on coupled fitness landscapes (2005)
Presentation / Conference Contribution

The species adaptation genetic algorithm (SAGA) was introduced to facilitate the open-ended evolution of artificial systems. The approach enables genotypes to increase in length through appropriate mutation operators. Most recently, this has been und... Read More about Coevolutionary species adaptation genetic algorithms: growth and mutation on coupled fitness landscapes.

Genetic programming with a genetic algorithm for feature construction and selection (2005)
Journal Article

The use of machine learning techniques to automatically analyse data for information is becoming increasingly widespread. In this paper we primarily examine the use of Genetic Programming and a Genetic Algorithm to pre-process data before it is class... Read More about Genetic programming with a genetic algorithm for feature construction and selection.

An analysis of continuous-valued representations for learning classifier systems (2005)
Book Chapter

On the use of rule-sharing in learning classifier system ensembles (2005)
Presentation / Conference Contribution

Revisiting genetic selection in the XCS learning classifier system (2005)
Presentation / Conference Contribution

A memetic accuracy-based neural learning classifier system (2005)
Presentation / Conference Contribution

Attribute selection methods for filtered attribute subspace based bagging with injected randomness (FASBIR) (2005)
Presentation / Conference Contribution