Lawrence Bull Larry.Bull@uwe.ac.uk
School Director (Research & Enterprise) and Professor
On using constructivism in neural classifier systems
Bull, Larry
Authors
Contributors
Juan J. Merelo
Editor
Panagiotis Adamidis
Editor
Hans-Georg Beyer
Editor
Abstract
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 and an open-ended ability to learn novel behaviours. This paper explores the potential of using constructivism within the neural classifier system architecture as an approach to realise such behaviour. The system uses a rule structure in which each is represented by an artificial neural network. Results are presented which suggest it is possible to allow appropriate internal rule complexity to emerge during learning and that the structure indicates underlying features of the task.
Citation
Bull, L. (2002). On using constructivism in neural classifier systems. In J. J. Merelo, P. Adamidis, & H. Beyer (Eds.), In Parallel Problem Solving from Nature — PPSN VII. , (558-567). https://doi.org/10.1007/3-540-45712-7_54
Conference Name | Parallel Problem Solving from Nature — PPSN VII |
---|---|
Conference Location | Granada, Spain |
Start Date | Sep 7, 2002 |
End Date | Sep 11, 2002 |
Publication Date | Jan 1, 2002 |
Pages | 558-567 |
Series Title | Lecture Notes in Computer Science |
Series Number | 2439 |
Series ISSN | 0302-9743 |
Book Title | Parallel Problem Solving from Nature — PPSN VII |
ISBN | 9783540441397 |
DOI | https://doi.org/10.1007/3-540-45712-7_54 |
Keywords | computation by abstract devices, algorithm analysis and problem complexity, processor architectures, artificial intelligence, programming techniques, evolutionary biology |
Public URL | https://uwe-repository.worktribe.com/output/1082219 |
You might also like
A generalised dropout mechanism for distributed systems
(2022)
Journal Article
Nonbinary representations in the NK and NKCS models
(2022)
Journal Article
Evolving Boolean regulatory networks with variable gene expression times
(2021)
Book Chapter
On coevolution: Asymmetry in the NKCS model
(2021)
Journal Article
Downloadable Citations
About UWE Bristol Research Repository
Administrator e-mail: repository@uwe.ac.uk
This application uses the following open-source libraries:
SheetJS Community Edition
Apache License Version 2.0 (http://www.apache.org/licenses/)
PDF.js
Apache License Version 2.0 (http://www.apache.org/licenses/)
Font Awesome
SIL OFL 1.1 (http://scripts.sil.org/OFL)
MIT License (http://opensource.org/licenses/mit-license.html)
CC BY 3.0 ( http://creativecommons.org/licenses/by/3.0/)
Powered by Worktribe © 2024
Advanced Search