GPStar4: A Flexible Framework for Experimenting with Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8612

@InProceedings{amblard:2023:GGP,

• author = "Julien Amblard and Robert Filman and Gabriel Kopito",
• title = "{GPStar4:} A Flexible Framework for Experimenting with Genetic Programming",
• booktitle = "Graph-based Genetic Programming",
• year = "2023",
• editor = "Roman Kalkreuth and Thomas Baeck and Dennis G. Wilson and Paul Kaufmann and Leo Francoso Dal Piccol Sotto and Timothy Aktinson",
• pages = "1910--1915",
• address = "Lisbon, Portugal",
• series = "GECCO '23",
• month = "15-19 " # jul,
• organisation = "SIGEVO",
• publisher = "Association for Computing Machinery",
• publisher_address = "New York, NY, USA",
• keywords = "genetic algorithms, genetic programming, experimental framework, directed acyclic graph representations, population algorithms",
• isbn13 = "9798400701191",
• DOI = "10.1145/3583133.3596369",
• size = "6 pages",
• abstract = "GPStar4 is a flexible workbench for experimenting with population algorithms. It is a framework that defines a genetic cycle, with inflection points for implementing an algorithm's specific behaviors; it also provides a variety of implementations for these inflection points. A user of the system can select from the provided implementations and customize the places where alternative behavior is desired, or even create their own implementations. Components interact through a context mechanism that enables both mutable and immutable information sharing, type checking, computed defaults and event listeners.Interesting predefined components included in GPStar4 are implementations for classical tree-based expression structures; acyclic multigraphs with named ports, type systems for flat, hierarchical and attribute types, recursively defined populations using both subpopulation and build-from-parts semantics, and numeric and multi-objective fitnesses. Key enabling technologies for this flexibility include context mechanisms, choosers, and a variety of caches.GPStar4 can be run as an API library for other applications, as a command-line application, or as a stand-alone application with its own GUI.",
• notes = "GECCO-2023 A Recombination of the 32nd International Conference on Genetic Algorithms (ICGA) and the 28th Annual Genetic Programming Conference (GP)",

}

Genetic Programming entries for Julien Amblard Robert Filman Gabriel Kopito

Citations