Novel ways of improving cooperation and performance in ensemble classifiers

Created by W.Langdon from gp-bibliography.bib Revision:1.8051

@InProceedings{1277293,

• author = "Russell Thomason and Terence Soule",
• title = "Novel ways of improving cooperation and performance in ensemble classifiers",
• booktitle = "GECCO '07: Proceedings of the 9th annual conference on Genetic and evolutionary computation",
• year = "2007",
• editor = "Dirk Thierens and Hans-Georg Beyer and Josh Bongard and Jurgen Branke and John Andrew Clark and Dave Cliff and Clare Bates Congdon and Kalyanmoy Deb and Benjamin Doerr and Tim Kovacs and Sanjeev Kumar and Julian F. Miller and Jason Moore and Frank Neumann and Martin Pelikan and Riccardo Poli and Kumara Sastry and Kenneth Owen Stanley and Thomas Stutzle and Richard A Watson and Ingo Wegener",
• volume = "2",
• isbn13 = "978-1-59593-697-4",
• pages = "1708--1715",
• address = "London",
• URL = "http://gpbib.cs.ucl.ac.uk/gecco2007/docs/p1708.pdf",
• DOI = "doi:10.1145/1276958.1277293",
• publisher = "ACM Press",
• publisher_address = "New York, NY, USA",
• month = "7-11 " # jul,
• organisation = "ACM SIGEVO (formerly ISGEC)",
• keywords = "genetic algorithms, genetic programming, performance analysis",
• abstract = "There are two common methods of evolving teams of genetic programs. Research suggests Island approaches produce teams of strong individuals that cooperate poorly and Team approaches produce teams of weak individuals that cooperate strongly. Ideally, teams should be composed of strong individuals that cooperate well. In this paper we present a new class of algorithms called Orthogonal Evolution of Teams (OET) that overcomes the weaknesses of current Island and Team approaches by applying evolutionary pressure at both the level of teams and individuals during selection and replacement. We present four novel algorithms in this new class and compare their performance to Island and Team approaches as well as multi-class Adaboost on a number of classification problems.",
• notes = "GECCO-2007 A joint meeting of the sixteenth international conference on genetic algorithms (ICGA-2007) and the twelfth annual genetic programming conference (GP-2007).

  ACM Order Number 910071",

}

Genetic Programming entries for Russell Thomason Terence Soule

Citations