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Lexicographic multi-objective evolutionary induction of decision trees

Basgalupp, Marcio P., de Carvalho, Andre C.P.L.F., Barros, Rodrigo C., Ruiz, Duncan D., Freitas, Alex A. (2009) Lexicographic multi-objective evolutionary induction of decision trees. International Journal of Bio-Inspired Computation, 1 (1/2). pp. 105-117. ISSN 1758-0366. (doi:10.1504/IJBIC.2009.022779) (The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided) (KAR id:24124)

The full text of this publication is not currently available from this repository. You may be able to access a copy if URLs are provided. (Contact us about this Publication)
Official URL
http://dx.doi.org/10.1504/IJBIC.2009.022779

Abstract

Among the several tasks that evolutionary algorithms have successfully employed, the

several application domains. Decision tree induction algorithms represent one of the most

decision trees induction algorithms present limitations due to the strategy they usually

problem with this strategy is quality loss during the partitioning process, which can lead to

tree induction. The proposed algorithm aims to prevent the greedy strategy and to avoid

order to evaluate the proposed algorithm, it is compared with a well-known and frequently used

results, the proposed algorithm is able to avoid the previously described problems, reporting

significantly reduction in the complexity considering tree sizes.

Item Type: Article
DOI/Identification number: 10.1504/IJBIC.2009.022779
Uncontrolled keywords: data mining, evolutionary algorithms, decision trees, multi-objective optimization
Subjects: Q Science > QA Mathematics (inc Computing science) > QA 76 Software, computer programming,
Divisions: Divisions > Division of Computing, Engineering and Mathematical Sciences > School of Computing
Depositing User: Mark Wheadon
Date Deposited: 29 Mar 2010 12:16 UTC
Last Modified: 16 Feb 2021 12:34 UTC
Resource URI: https://kar.kent.ac.uk/id/eprint/24124 (The current URI for this page, for reference purposes)
Freitas, Alex A.: https://orcid.org/0000-0001-9825-4700
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