Analyzing the Performance of a Multiobjective GA-P Algorithm for Learning Fuzzy Queries in a Machine Learning Environment

Created by W.Langdon from gp-bibliography.bib Revision:1.8081

@InProceedings{DBLP:conf/ifsa/CordonHLMZ03,

• author = "Oscar Cordon and Enrique Herrera-Viedma and Maria Luque and Felix {de Moya Anegon} and Carmen Zarco",
• title = "Analyzing the Performance of a Multiobjective GA-P Algorithm for Learning Fuzzy Queries in a Machine Learning Environment",
• booktitle = "Proceedings of the 10th International Fuzzy Systems Association World Congress, Fuzzy Sets and Systems - IFSA 2003",
• year = "2003",
• editor = "Taner Bilgi\c{c} and Bernard De Baets and Okyay Kaynak",
• publisher = "Springer",
• series = "Lecture Notes in Computer Science",
• volume = "2715",
• pages = "611--619",
• address = "Istanbul, Turkey",
• month = jun # " 30 - " # jul # " 2",
• keywords = "genetic algorithms, genetic programming",
• ISBN = "3-540-40383-3",
• URL = "http://www.scimago.es/publications/ifsa03-cordon.pdf",
• bibsource = "DBLP, http://dblp.uni-trier.de",
• DOI = "doi:10.1007/3-540-44967-1_73",
• size = "9 pages",
• abstract = "The fuzzy information retrieval model was proposed some years ago to solve several limitations of the Boolean model without a need of a complete redesign of the information retrieval system. However, the complexity of the fuzzy query language makes it difficult to formulate user queries. Among other proposed approaches to solve this problem, we find the Inductive Query by Example (IQBE) framework, where queries are automatically derived from sets of documents provided by the user. In this work we test the applicability of a multiobjective evolutionary IQBE technique for fuzzy queries in a machine learning environment. To do so, the Cranfield documentary collection is divided into two different document sets, labeled training and test, and the algorithm is run on the former to obtain several queries that are then validated on the latter.",

}

Genetic Programming entries for Oscar Cordon Enrique Herrera Viedma Maria Luque Rodriguez Felix de Moya Carmen Zarco Fernandez

Citations