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

P, Vijayaragavan

 
9786208432119: Applied Machine Learning: An Efficient Clustering Based Classification Model for OnlineProduct Reviews Using Support Vector Machines and K-means A
Softcover
ISBN 10: 6208432111 ISBN 13: 9786208432119
Publisher: 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.

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Publisher
LAP LAMBERT Academic Publishing
Publication date
2025
Language
English
ISBN 10 
6208432111
ISBN 13 
9786208432119
Binding
Paperback
Number of pages
172