Applied Machine Learning: An Efficient Clustering Based Classification Model for OnlineProduct Reviews Using Support Vector Machines and K-means A - Couverture souple

P, Vijayaragavan

 
9786208432119: Applied Machine Learning: An Efficient Clustering Based Classification Model for OnlineProduct Reviews Using Support Vector Machines and K-means A
Couverture souple
ISBN 10 : 6208432111 ISBN 13 : 9786208432119
Editeur : LAP LAMBERT Academic Publishing, 2025

Synopsis

This study presents a hybrid model that leverages the strengths of K-means clustering and Support Vector Machines (SVM) for classifying online product reviews. K-means is used to group reviews into clusters, reducing data complexity and improving feature extraction. Subsequently, SVM is employed to classify the clustered data into positive, negative, or neutral sentiments. The combined approach enhances classification accuracy, reduces computational cost, and effectively handles large datasets. Experimental results demonstrate that the proposed model outperforms traditional standalone classifiers in terms of precision, recall, and overall accuracy.

Les informations fournies dans la section « Synopsis » peuvent faire référence à une autre édition de ce titre.

Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2025
Langue
anglais
ISBN 10 
6208432111
ISBN 13 
9786208432119
Reliure
Broché
Nombre de pages
172
Coordonnées du fabricant
non disponible
Personne responsable
KreGa Onlinehandel GmbH
4950000000000
info@krega-onlinehandel.de

Birkenweg 31
Brakel
33034
Allemagne