Genetic Programming for Attribute Construction in Data Mining

Created by W.Langdon from gp-bibliography.bib Revision:1.8120

@InProceedings{otero03,

• author = "Fernando E. B. Otero and Monique M. S. Silva and Alex A. Freitas and Julio C. Nievola",
• title = "Genetic Programming for Attribute Construction in Data Mining",
• booktitle = "Genetic Programming, Proceedings of EuroGP'2003",
• year = "2003",
• editor = "Conor Ryan and Terence Soule and Maarten Keijzer and Edward Tsang and Riccardo Poli and Ernesto Costa",
• volume = "2610",
• series = "LNCS",
• pages = "384--393",
• address = "Essex",
• publisher_address = "Berlin",
• month = "14-16 " # apr,
• organisation = "EvoNet",
• publisher = "Springer-Verlag",
• keywords = "genetic algorithms, genetic programming, feature construction: Poster",
• ISBN = "3-540-00971-X",
• URL = "http://www.cs.kent.ac.uk/people/staff/aaf/pub_papers.dir/EuroGP-2003-Fernando.pdf",
• URL = "https://www.cs.kent.ac.uk/people/staff/aaf/pubs.html",
• URL = "https://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.102.51",
• DOI = "doi:10.1007/3-540-36599-0_36",
• abstract = "For a given data set, its set of attributes defines its data space representation. The quality of a data space representation is one of the most important factors influencing the performance of a data mining algorithm. The attributes defining the data space can be inadequate, making it difficult to discover high-quality knowledge. In order to solve this problem, this paper proposes a Genetic Programming algorithm developed for attribute construction. This algorithm constructs new attributes out of the original attributes of the data set, performing an important preprocessing step for the subsequent application of a data mining algorithm.",
• notes = "EuroGP'2003 held in conjunction with EvoWorkshops 2003",

}

Genetic Programming entries for Fernando Esteban Barril Otero Monique M S Silva Alex Alves Freitas Julio Cesar Nievola

Citations