Algorithm::Evolutionary, a flexible Perl module for evolutionary computation
Autor: | Juan Julián Merelo, Pedro Castillo Valdivieso, Enrique Alba, JJ Merelo |
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Rok vydání: | 2009 |
Předmět: |
Java
Computer science Evolutionary algorithm Computational intelligence Interactive evolutionary computation computer.software_genre Evolutionary computation Theoretical Computer Science Java Evolutionary Computation Toolkit Human-based evolutionary computation Scripting language Evolutionary music Software design pattern Geometry and Topology Perl computer Algorithm Software Evolutionary programming computer.programming_language |
Zdroj: | Soft Computing. 14:1091-1109 |
ISSN: | 1433-7479 1432-7643 |
DOI: | 10.1007/s00500-009-0504-3 |
Popis: | This paper describes Algorithm::Evolutionary (A::E), a Perl module released under an open source license and designed for the exploration and exploitation of evolutionary algorithms. We describe the design decisions taken to enhance flexibility, how performance was improved by using several implementation tweaks, and what kind of design patterns were applied for its development. This work also tries to dispel the myth of low performance of scripting languages by comparing it with a state-of-the-art library (ECJ) written in Java. Besides, we are interested in assessing its efficiency in several possible evolutionary settings, finding out what kind of behavior we can expect, and what can be done to improve it. Applications already written using A::E are also described, along with how it can be used to create new operators. Finally, some conclusions are drawn from the design experience. |
Databáze: | OpenAIRE |
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