Articles liés à Text Clustering with Enhanced Novel Fast Seeds Affinity...

Text Clustering with Enhanced Novel Fast Seeds Affinity Propagation: Seed-Based Optimization - Couverture souple

KRITHIKA, M.MEENA

 
9786209106750: Text Clustering with Enhanced Novel Fast Seeds Affinity Propagation: Seed-Based Optimization
Couverture souple
ISBN 10 : 6209106757 ISBN 13 : 9786209106750
Editeur : LAP LAMBERT Academic Publishing, 2025

Synopsis

Text clustering is an essential technique in text mining and natural language processing for organizing large volumes of unstructured data into meaningful groups. Traditional clustering algorithms often face challenges in scalability, efficiency, and accuracy when dealing with high-dimensional text data. This work proposes an enhanced approach using Novel Fast Seeds Affinity Propagation (NFAP) to improve clustering performance. By introducing optimized seed selection, the method accelerates convergence, reduces computational complexity, and enhances the quality of cluster formation. Experimental results demonstrate that the proposed model achieves superior clustering accuracy and efficiency compared to standard affinity propagation methods, making it suitable for large-scale text mining applications.

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Éditeur
LAP LAMBERT Academic Publishing
Date d'édition
2025
Langue
anglais
ISBN 10 
6209106757
ISBN 13 
9786209106750
Reliure
Broché
Nombre de pages
56
Coordonnées du fabricant
non disponible
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