Metrics
3 File views/ downloads
73 Record Views
Conference proceeding
Enhanced convergence properties of populations through aging, immunity, and instinct
pp.231-238
TAINN 2005, Turkish Symposium on Artificial Intelligence and Neural Networks (Izmir, Turkey, 07/16/2005–07/17/2005)
2005
Abstract
This study is based on an earlier work [ 1] called Responsive Perturbation Algorithm (RPA), in which a population is created by perturbing a winner or best performing individual in a neighborhood whose boundaries are constantly defined over periods of cycles. One advantage of such a scheme is that all the offsprings are descendents of the best-performing parent, and not the hybrids of the best and the second-best parents. This work sets a population of homogenous individuals, and a population of heterogeneous individuals to compete. The more advanced work is now called, with the supplements, trait-based heterogeneous populations plus (TbHP+). Credit assignment and bias concepts in the form of immunity and instinct have been added to provide the populations with a more efficient guidance. Simulations show that traits are essential to prompt an early and a certain convergence.
Details
- Title
- Enhanced convergence properties of populations through aging, immunity, and instinct
- Publication Details
- pp.231-238
- Resource Type
- Conference proceeding
- Conference
- TAINN 2005, Turkish Symposium on Artificial Intelligence and Neural Networks (Izmir, Turkey, 07/16/2005–07/17/2005)
- Format
- pdf
- Number of pages
- 8
- Copyright
- Permission granted to the University of West Florida Libraries by the author to digitize and/or display this information for non-profit research and educational purposes. Any reuse of this item in excess of fair use or other copyright exemptions requires the permission of the copyright holder.
- Identifiers
- 99380090305906600
- Academic Unit
- Intelligent Systems and Robotics
- Language
- English