Isbn: 9786209106750 - text clustering with enhanced novel fast seeds affinity propagation: seed-based optimization (10 resultados)

PAP. Condición: New. New Book. Shipped from UK. Established seller since 2000.

Condición: New.

PAP. Condición: New. New Book. Shipped from UK. Established seller since 2000.

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Taschenbuch. Condición: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware 56 pp. Englisch.

Taschenbuch. Condición: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - 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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Paperback. Condición: new. Paperback. 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. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…

Taschenbuch. Condición: Neu. This item is printed on demand - Print on Demand Titel. Neuware -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.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 56 pp. Englisch.…