Name: Text Clustering with Enhanced Novel Fast Seeds Affinity Propagation (en Inglés)
SKU: 66303581
Price: 62.50 USD
Availability: InStock
Author: Krithika, M. Meena

portada Text Clustering with Enhanced Novel Fast Seeds Affinity Propagation (en Inglés)

Text Clustering with Enhanced Novel Fast Seeds Affinity Propagation (en Inglés)

Formato

Libro Físico

Editorial

LAP Lambert Academic Publishing

Autor

Krithika, M. Meena

Idioma

Inglés

N° páginas

Encuadernación

Tapa Blanda

Dimensiones

22.9x15.2x0.3 cm

ISBN13

9786209106750

Text Clustering with Enhanced Novel Fast Seeds Affinity Propagation (en Inglés)

Krithika, M. Meena (Autor) · LAP Lambert Academic Publishing · Tapa Blanda

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Reseña del libro "Text Clustering with Enhanced Novel Fast Seeds Affinity Propagation (en Inglés)"

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.