Improving the human readability of features constructed by genetic programming

Created by W.Langdon from gp-bibliography.bib Revision:1.8194

@InProceedings{1277291,

• author = "Matthew Smith and Larry Bull",
• title = "Improving the human readability of features constructed by genetic programming",
• 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 = "1694--1701",
• address = "London",
• URL = "http://gpbib.cs.ucl.ac.uk/gecco2007/docs/p1694.pdf",
• DOI = "doi:10.1145/1276958.1277291",
• publisher = "ACM Press",
• publisher_address = "New York, NY, USA",
• month = "7-11 " # jul,
• organisation = "ACM SIGEVO (formerly ISGEC)",
• keywords = "genetic algorithms, genetic programming, feature construction, feature selection, human factors, human readability, knowledge discovery, parsimony, post-processing",
• abstract = "The use of machine learning techniques to automatically analyse data for information is becoming increasingly widespread. In this paper we examine the use of Genetic Programming and a Genetic Algorithm to pre-process data before it is classified by an external classifier. Genetic Programming is combined with a Genetic Algorithm to construct and select new features from those available in the data, a potentially significant process for data mining since it gives consideration to hidden relationships between features. We then examine techniques to improve the human readability of these new features and extract more information about the domain.",
• 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 Matthew G Smith Larry Bull

Citations