Articles liés à Attribute selection: Application of metaheuristics

Attribute selection: Application of metaheuristics - Couverture souple

Khellat Kihel, Badra; Chouraqui, Samira

 
9786200874825: Attribute selection: Application of metaheuristics
Couverture souple
ISBN 10 : 6200874824 ISBN 13 : 9786200874825
Editeur : Our Knowledge Publishing, 2020

Synopsis

The work presented in this manuscript is in the field of pattern recognition. Two main contributions are made in this manuscript. Firstly, the reduction of dimensionality which allows us to find relevant structures of lower dimensionality, hidden within the observations we have. Second, the application of hybrid metaheuristic methods to solve optimization problems. In our work, we have been interested in evolutionary bio-inspired methods such as genetic algorithms and artificial immune systems, and then in methods derived from swarm intelligence, which is an area of collective intelligence in its own right. The work described in this manuscript gives rise to applications mainly inspired by the collective behaviour of particles, ants, bees and fireflies for the selection of characteristics. Next, several hybridizations of previously used bio-inspired methods for attribute selection were proposed to reduce the number of traits and improve classification rates.

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Éditeur
Our Knowledge Publishing
Date d'édition
2020
Langue
anglais
ISBN 10 
6200874824
ISBN 13 
9786200874825
Reliure
Broché
Nombre de pages
128
Coordonnées du fabricant
non disponible
Personne responsable
non disponible