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Item Details
Title: PATTERN RECOGNITION ALGORITHMS FOR DATA MINING
By: Sankar K. Pal, Pabitra Mitra
Format: Electronic book text

List price: £73.99


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ISBN 10: 1466526998
ISBN 13: 9781466526990
Publisher: TAYLOR & FRANCIS EBOOKS
Series: Chapman & Hall/CRC Computer Science & Data Analysis
Pages: 280
Description: Addresses different pattern recognition (PR) tasks in a unified framework with both theoretical and experimental results. Organized into eight chapters, the book begins by introducing PR, data mining, and knowledge discovery concepts. It concludes by highlighting the significance of granular computing for different mining tasks in a soft paradigm.
Synopsis: 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.
Illustrations: 54 black & white illustrations, 35 black & white tables
Publication: UK
Imprint: Chapman & Hall/CRC
Returns: Non-returnable
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