EC-KitY: Evolutionary Computation Tool Kit in Python with Seamless Machine Learning Integration

July 21, 2022 ยท Declared Dead ยท ๐Ÿ› SoftwareX

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Authors Moshe Sipper, Tomer Halperin, Itai Tzruia, Achiya Elyasaf arXiv ID 2207.10367 Category cs.NE: Neural & Evolutionary Cross-listed cs.AI Citations 12 Venue SoftwareX Last Checked 4 months ago
Abstract
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.
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