Visualizing Genetic Programming Ancestries Using Graph Databases

Created by W.Langdon from gp-bibliography.bib Revision:1.7642

@InProceedings{McPhee:2017:GECCO,

• author = "Nicholas Freitag McPhee and Maggie M. Casale and Mitchell Finzel and Thomas Helmuth and Lee Spector",
• title = "Visualizing Genetic Programming Ancestries Using Graph Databases",
• booktitle = "Proceedings of the Genetic and Evolutionary Computation Conference Companion",
• series = "GECCO '17",
• year = "2017",
• isbn13 = "978-1-4503-4939-0",
• address = "Berlin, Germany",
• pages = "245--246",
• size = "2 pages",
• URL = "http://doi.acm.org/10.1145/3067695.3075617",
• DOI = "doi:10.1145/3067695.3075617",
• acmid = "3075617",
• publisher = "ACM",
• publisher_address = "New York, NY, USA",
• keywords = "genetic algorithms, genetic programming, ancestry, graph database, visualization",
• month = "15-19 " # jul,
• abstract = "Previous work has demonstrated the utility of graph databases as a tool for collecting and analysing ancestry in evolutionary computation runs. That work focused on sections of individual runs, whereas this poster illustrates the application of these ideas on the entirety of large runs (up to one million individuals) and combinations of multiple runs. Here we use these tools to generate graphs showing all the ancestors of successful individuals from a variety of stack-based genetic programming runs on software synthesis problems. These graphs highlight important moments in the evolutionary process. They also allow us to compare the dynamics when using different evolutionary tools, such as different selection mechanisms or representations, as well as comparing the dynamics for successful and unsuccessful runs.",
• notes = "Also known as \cite{McPhee:2017:VGP:3067695.3075617} GECCO-2017 A Recombination of the 26th International Conference on Genetic Algorithms (ICGA-2017) and the 22nd Annual Genetic Programming Conference (GP-2017)",

}

Genetic Programming entries for Nicholas Freitag McPhee Maggie M Casale Mitchell Finzel Thomas Helmuth Lee Spector

Citations