Articles liés à OPTIMIZATION OF K-MEANS CLUSTERING USING GENETIC ALGORITHM

OPTIMIZATION OF K-MEANS CLUSTERING USING GENETIC ALGORITHM - Couverture souple

Dwivedi, Gaurav

 
9786206737049: OPTIMIZATION OF K-MEANS CLUSTERING USING GENETIC ALGORITHM
Couverture souple
ISBN 10 : 6206737047 ISBN 13 : 9786206737049
Editeur : LAP LAMBERT Academic Publishing, 2023

Synopsis

Over the course of time, a tremendous amount of data is accumulated. Information extraction is one of the most time-consuming processes because it varies greatly depending on the user's requirements. Data mining's varied approaches are employed to compile relevant data and present it in a digestible fashion for end users. Clustering and classification are two data mining techniques used to uncover previously unseen patterns and insights.This summary discusses the use of data mining techniques, specifically clustering and classification, to extract relevant information from accumulated data. It highlights the importance of selecting a suitable clustering algorithm and introduces the concept of using a genetic algorithm to improve the k-means clustering method. The proposed method aims to optimize the clustering process and demonstrates its effectiveness through a scenario-based test. The summary concludes by suggesting future research to further optimize the k-means algorithm using various evolutionary methods.

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Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2023
Langue
anglais
ISBN 10 
6206737047
ISBN 13 
9786206737049
Reliure
Broché
Nombre de pages
76
Coordonnées du fabricant
non disponible
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