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JCLEC: a Java framework for evolutionary computation

Soft ComputingPublished 18 April 2007
Sebastián Ventura, Cristóbal Romero, Amelia Zafra, Jose Antonio Sanz Delgado, César Hervás‐Martínez
Citations154
SJR quartileQ2
SJR score0.67
SNIP1.04

TL;DR

JCLEC, a Java software system for the development of evolutionary computation applications, has been designed as a framework, applying design patterns to maximize its reusability and adaptability to new paradigms with a minimum of programming effort.

Abstract

In this paper we describe JCLEC, a Java software system for the development of evolutionary computation applications. This system has been designed as a framework, applying design patterns to maximize its reusability and adaptability to new paradigms with a minimum of programming effort. JCLEC architecture comprises three main modules: the core contains all abstract type definitions and their implementation; experiments runner is a scripting environment to run algorithms in batch mode; finally, GenLab is a graphical user interface that allows users to configure an algorithm, to execute it interactively and to visualize the results obtained. The use of JCLEC system is illustrated though the analysis of one case study: the resolution of the 0/1 knapsack problem by means of evolutionary algorithms.

Keywords

Computer Science