Title :
The automatic modeling of complex functions based on gene expression programming
Author :
Wu, Chuan-Sheng ; Huang, Li ; Kang, Li-shan
Author_Institution :
Sch. of Natural Sci., Wuhan Univ. of Technol., China
Abstract :
In this paper, we apply gene expression programming to the automatic modeling of complex function. In our programs, the complex functions are expressed by multi-layer tree. The genetic operators such as mutation, transposition, recombination and termination conditions are designed respectively. Furthermore, we give two examples, whose results show that the models set up by gene expression programming are better than the models set up by genetic programming.
Keywords :
genetic algorithms; mathematical operators; trees (mathematics); automatic modeling; complex functions; gene expression programming; genetic operator; genetic programming; multilayer tree; mutation operator; recombination operator; termination condition operator; transposition operator; Automatic programming; Biological cells; Equations; Functional programming; Gene expression; Genetic programming; Genomics; Least squares methods; Magnetic heads; Tail; Gene expression programming; automatic modeling; complex function;
Conference_Titel :
Machine Learning and Cybernetics, 2005. Proceedings of 2005 International Conference on
Conference_Location :
Guangzhou, China
Print_ISBN :
0-7803-9091-1
DOI :
10.1109/ICMLC.2005.1527432