Title :
Efficient use of computational resources in genetic programming: controlling the bloat phenomenon by means of the island model
Author :
Fern??ndez, Francisco ; Galeano, Germ??n ; G?³mez, J.A. ; S??nchez, J.M.
Author_Institution :
Univ. de Extremadura, Badajoz, Spain
Abstract :
This paper presents a set of experiments that have been performed using both benchmark and real life problems. We have studied whether island-based genetic programming can save computational effort by controlling the bloat phenomenon. Results show us that this model allows us to reduce the computation resources required for finding solutions when using genetic programming.
Keywords :
genetic algorithms; bloat phenomenon; computation resources; computational effort; computational resources; genetic programming; island model; Evolutionary computation; Genetic algorithms; Genetic programming; Proposals; Resource management; Shape;
Conference_Titel :
IECON 02 [Industrial Electronics Society, IEEE 2002 28th Annual Conference of the]
Print_ISBN :
0-7803-7474-6
DOI :
10.1109/IECON.2002.1185370
