Exploiting Subprograms in Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.7615

@InProceedings{Fine:2017:GPTP,

• author = "Steven B. Fine and Erik Hemberg and Krzysztof Krawiec and Una-May O'Reilly",
• title = "Exploiting Subprograms in Genetic Programming",
• booktitle = "Genetic Programming Theory and Practice XV",
• editor = "Wolfgang Banzhaf and Randal S. Olson and William Tozier and Rick Riolo",
• year = "2017",
• series = "Genetic and Evolutionary Computation",
• pages = "1--16",
• address = "University of Michigan in Ann Arbor, USA",
• month = may # " 18--20",
• organisation = "the Center for the Study of Complex Systems",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming",
• isbn13 = "978-3-319-90511-2",
• URL = "https://link.springer.com/chapter/10.1007/978-3-319-90512-9_1",
• DOI = "doi:10.1007/978-3-319-90512-9_1",
• abstract = "Compelled by the importance of subprogram behaviour, we investigate how much Behavioural Genetic Programming is sensitive to model bias. We experimentally compare two different decision tree algorithms analysing whether it is possible to see significant performance differences given that the model techniques select different subprograms and differ in how accurately they can regress subprogram behavior on desired outputs. We find no remarkable difference between REPTree and CART in this regard, though for a modest fraction of our datasets we find that one algorithm results in superior error reduction than the other. We also investigate alternative ways to identify useful subprograms beyond examining those within one program. We propose a means of identifying subprograms from different programs that work well together. This method combines behavioral traces from multiple programs and uses the information derived from modelling the combined program traces.",
• notes = "GPTP 2017, Part of \cite{Banzhaf:2017:GPTP} published after the workshop in 2018",

}

Genetic Programming entries for Steven B Fine Erik Hemberg Krzysztof Krawiec Una-May O'Reilly

Citations