Applications of rough genetic algorithms

Citation
P. Lingras et C. Davies, Applications of rough genetic algorithms, COMPUT INTE, 17(3), 2001, pp. 435-445
Citations number
15
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
COMPUTATIONAL INTELLIGENCE
ISSN journal
08247935 → ACNP
Volume
17
Issue
3
Year of publication
2001
Pages
435 - 445
Database
ISI
SICI code
0824-7935(200108)17:3<435:AORGA>2.0.ZU;2-U
Abstract
This paper describes rough genetic algorithms based on the notion of interv al values. A gene in a rough genetic algorithm can be represented using an interval. The paper explains how this generalization facilitates developmen t of new genetic operators and evaluation measures. Various operations of r ough genetic algorithms arc illustrated using a simple document retrieval e xample. An experiment involving classification of interval-valued traffic p atterns demonstrates the usefulness of rough genetic algorithms for real-wo rld applications. A discussion on further extensions of rough genetic algor ithms to rough sets is also included.