Reinforcement learning by an accuracy-based fuzzy classifier system with real-valued output
(2008)
Presentation / Conference Contribution
All Outputs (261)
Evolving localizations in reaction-diffusion cellular automata (2008)
Journal Article
We consider hexagonal cellular automata with immediate cell neighbourhood and three cell-states. Every cell calculates its next state depending on the integral representation of states in its neighbourhood, i.e., how many neighbours are in each one s... Read More about Evolving localizations in reaction-diffusion cellular automata.
Partnering strategies for fitness evaluation in a pyramidal evolutionary algorithm (2008)
Journal Article
Towards unconventional computing through simulated evolution: Control of nonlinear media by a learning classifier system (2008)
Journal Article
We propose that the behavior of nonlinear media can be controlled automatically through evolutionary learning. By extension, forms of unconventional computing (viz., massively parallel nonlinear computers) can be realized by such an approach. In this... Read More about Towards unconventional computing through simulated evolution: Control of nonlinear media by a learning classifier system.
Random number generation by cellular automata with memory (2008)
Journal Article
This paper considers an extension to the standard framework of cellular automata which implements memory capabilities by featuring cells by elementary rules of its last three states. A study is made of the potential value of elementary cellular autom... Read More about Random number generation by cellular automata with memory.
Spherical conditions with XCSc (2008)
Report
Clustering With XCS (2008)
Report
Evolutionary search for cellular automata logic gates with collision-based computing (2008)
Journal Article
Searching for glider guns in cellular automata: Exploring evolutionary and other techniques (2008)
Journal Article
Knowledge discovery from medical data: an empirical study with XCS (2008)
Book Chapter
In this chapter we describe the use of a modern learning classifier system to a data mining task. In particular, in collaboration with a medical specialist, we apply XCS to a primary breast cancer data set. Our results indicate more effective knowled... Read More about Knowledge discovery from medical data: an empirical study with XCS.
Initial results from the use of evolutionary learning to control chemical computers (2008)
Journal Article
The behaviour of pulses of Belousov-Zhabotinski (BZ) reaction diffusion waves can be controlled automatically through machine learning. By extension, a form of chemical network computing, i.e., a massively parallel non-linear Computer, can be realise... Read More about Initial results from the use of evolutionary learning to control chemical computers.
Clusters and switchers in globally coupled photochemical oscillators (2008)
Journal Article
One-dimensional coupled cellular automata with memory: Initial investigations (2008)
Journal Article
Boolean networks with memory (2008)
Journal Article
In standard Boolean Networks (BN) the new state of a cell depends upon the neighborhood configuration only at the preceding time step. The effect of implementing memory of different types in cells of BN with different degrees of random rewiring is st... Read More about Boolean networks with memory.
Learning classifier systems in data mining (2008)
Book
Towards neuronal computing: simple creation of two logic functions in 3D cell cultures using multi-electrode arrays (2008)
Journal Article
In this paper we begin by reviewing a number of previously presented approaches to control the electrical stimulation of in vitro neuronal networks for computation through the use of multi-electrode array technology. Drawing upon this research we des... Read More about Towards neuronal computing: simple creation of two logic functions in 3D cell cultures using multi-electrode arrays.
Unorganised machines in learning classifier systems (2008)
Report
Learning Classifier Systems Group Technical Report - UWELCSG08-004