EC-KitY is a comprehensive Python library for doing evolutionary computation (EC), licensed under the BSD 3-Clause License, and compatible with scikit-learn. Designed with modern software engineering and machine learning integration in mind, EC-KitY can support all popular EC paradigms, including genetic algorithms, genetic programming, coevolution, evolutionary multi-objective optimization, and more. This paper provides an overview of the package, including the ease of setting up an EC experiment, the architecture, the main features, and a comparison with other libraries.
翻译:EC-KitY是一种全面的Python库,用于进行进化计算(EC),采用BSD 3-Clause License许可证,并与scikit-learn兼容。 EC-KitY以现代软件工程和机器学习集成为设计目标,可以支持所有流行的EC范例,包括遗传算法,遗传规划,协同进化,进化多目标优化等。 本文概述了该软件包,包括设置EC实验的简易性,体系结构,主要特点以及与其他库的比较。