Pattern Recognition Algorithms for Data Mining: Scalability, Knowledge Discovery and Soft Granular Computing - Brossura

Pal, Sankar K.; Mitra, Pabitra

Brossura

ISBN 10: 0367394243 ISBN 13: 9780367394240

Casa editrice: Chapman and Hall/CRC, 2019

Riassunto

Pattern Recognition Algorithms for Data Mining addresses different pattern recognition (PR) tasks in a unified framework with both theoretical and experimental results. Tasks covered include data condensation, feature selection, case generation, clustering/classification, and rule generation and evaluation. This volume presents various theories, methodologies, and algorithms, using both classical approaches and hybrid paradigms. The authors emphasize large datasets with overlapping, intractable, or nonlinear boundary classes, and datasets that demonstrate granular computing in soft frameworks. Organized into eight chapters, the book begins with an introduction to PR, data mining, and knowledge discovery concepts. The authors analyze the tasks of multi-scale data condensation and dimensionality reduction, then explore the problem of learning with support vector machine (SVM). They conclude by highlighting the significance of granular computing for different mining tasks in a soft paradigm.

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Informazioni sull?autore

Pal, Sankar K.; Mitra, Pabitra

Dettagli dell'edizione

• Editore: Chapman and Hall/CRC
• Data di pubblicazione: 2019
• Lingua: Inglese
• ISBN 10: 0367394243
• ISBN 13: 9780367394240
• Rilegatura: Copertina flessibile
• Numero edizione: 1
• Numero di pagine: 276
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile