All Outputs (18)

Addressing policy objectives of traffic control using evolutionary algorithms (2002)
Presentation / Conference Contribution

This paper presents preliminary results from an ongoing research project that is investigating traffic management and signal control of evolutionary algorithms that use machine learning. It describes the application of novel technologies of machine l... Read More about Addressing policy objectives of traffic control using evolutionary algorithms.

Towards the use of XCS in interactive evolutionary design (2002)
Book Chapter

An investigation into island model rule migration for a number of mobile autonomous learning classifier system agents (2002)
Presentation / Conference Contribution

Adaptive traffic control using evolutionary algorithms (2002)
Presentation / Conference Contribution

Lookahead and latent learning in ZCS (2002)
Presentation / Conference Contribution

Learning classifier systems (2002)
Journal Article

ZCS redux (2002)
Journal Article

Learning classifier systems traditionally use genetic algorithms to facilitate rule discovery, where rule fitness is payoff based. Current research has shifted to the use of accuracy-based fitness. This paper re-examines the use of a particular payof... Read More about ZCS redux.

An accuracy based corporate classifier system (2002)
Journal Article

GECCO 2002: Proceedings of the genetic and evolutionary computation conference (2002)
Book Chapter

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.

ZCS and TCS learning classifier system controllers on real robots (2002)
Report

TCS learning classifier system controller on a real robot (2002)
Presentation / Conference Contribution

To date there have been few implementation of Holland’s Learning Classifier System (LCS) on real robots. The paper introduces a Temporal Classifier System (TCS), an LCS derived from Wilson’s ZCS. Traditional LCS have the ability to generalise over th... Read More about TCS learning classifier system controller on a real robot.

A self-adaptive XCS (2002)
Presentation / Conference Contribution

Self-adaptation has been used extensively to control parameters in various forms of evolutionary computation. The concept was first introduced with evolutionary strategies and it is now often used to control genetic algorithms. This paper describes t... Read More about A self-adaptive XCS.

I theory-a self-adaptive XCS (2002)
Journal Article

Initial modifications to XCS for use in interactive evolutionary design (2002)
Presentation / Conference Contribution

© Springer-Verlag Berlin Heidelberg 2002. Learning classifier systems represent a technique by which various characteristics of a given problem space may be deduced and presented to the user in a readable format. In this paper we present results from... Read More about Initial modifications to XCS for use in interactive evolutionary design.

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.

On using constructivism in neural classifier systems (2002)
Presentation / Conference Contribution

For artificial entities to achieve true autonomy and display complex life-like behaviour they will need to exploit appropriate adaptable learning algorithms. In this sense adaptability implies flexibility guided by the environment at any given time a... Read More about On using constructivism in neural classifier systems.

On accuracy-based fitness (2002)
Journal Article