Pattern Recognition Algorithms for Data Mining - Chapman & Hall / CRC Computer Science & Data Analysis - Sankar K. Pal - Knihy - Taylor & Francis Ltd - 9780367394240 - 19. septembra 2019
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Sankar K. Pal
Pattern Recognition Algorithms for Data Mining - Chapman & Hall / CRC Computer Science & Data Analysis 1. vydanie

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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.

280 pages

Médium Knihy     Paperback Book   (Kniha s mäkkou väzbou a lepeným chrbtom)
Vydané 19. septembra 2019
ISBN13 9780367394240
Vydavatelia Taylor & Francis Ltd
Strany 280
Rozmery 150 × 220 × 10 mm   ·   385 g
Jazyk Angličtina  

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