Matchmaker, matchmaker, make me a match: geometric, variational, and evolutionary implications of criteria for tag affinity

Created by W.Langdon from gp-bibliography.bib Revision:1.7644

@Article{Moreno:2023:GPEM,

• author = "Matthew Andres Moreno and Alexander Lalejini and Charles Ofria",
• title = "Matchmaker, matchmaker, make me a match: geometric, variational, and evolutionary implications of criteria for tag affinity",
• journal = "Genetic Programming and Evolvable Machines",
• year = "2023",
• volume = "24",
• pages = "Article number: 4",
• month = jun,
• note = "Online first",
• keywords = "genetic algorithms, genetic programming, Event-driven genetic programming, Tag-based referencing, Module-based genetic programming, Artificial gene regulatory networks",
• ISSN = "1389-2576",
• URL = "https://rdcu.be/c8q7u",
• DOI = "doi:10.1007/s10710-023-09448-0",
• sup_url = "https://static-content.springer.com/esm/art%3A10.1007%2Fs10710-023-09448-0/MediaObjects/10710_2023_9448_MOESM1_ESM.pdf",
• code_url = "https://github.com/devosoft/Empirical",
• code_url = "https://github.com/amlalejini/Exploring-tag-matching-metrics-in-SignalGP/tree/1.0",
• code_url = "https://github.com/mmore500/tag-olympics/tree/v1.1.1",
• size = "42 pages",
• abstract = "Genetic programming and artificial life systems commonly use tag matching to decide interactions between system components. However, the implications of criteria used to determine affinity between tags with respect evolutionary dynamics have not been directly studied. We investigate differences between tag-matching criteria with respect to geometric constraint and variation generated under mutation. In experiments, we find that tag-matching criteria can influence the rate of adaptive evolution and the quality of evolved solutions. Better understanding of the geometric, variational, and evolutionary properties of tag-matching criteria will facilitate more effective incorporation of tag matching into genetic programming and artificial life systems. By showing that tag-matching criteria influence connectivity patterns and evolutionary dynamics, our findings also raise fundamental questions about the properties of tag-matching systems in nature.",

}

Genetic Programming entries for Matthew Andres Moreno Alexander Lalejini Charles Ofria

Citations