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Pattern Recognition Algorithms for Data Mining

Pattern Recognition Algorithms for Data Mining

Paperback

Series: Chapman & Hall/CRC Computer Science & Data Analysis, Book 3

DatabasesGeneral MathematicsProgramming

ISBN10: 0367394243
ISBN13: 9780367394240
Publisher: Crc Pr Inc
Published: Sep 19 2019
Pages: 280
Weight: 0.95
Height: 0.80 Width: 6.10 Depth: 9.10
Language: English
This valuable text 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. Organized into eight chapters, the book begins by introducing PR, data mining, and knowledge discovery concepts. The authors proceed to analyze the tasks of multi-scale data condensation and dimensionality reduction. Then they explore the problem of learning with support vector machine (SVM), and conclude by highlighting the significance of granular computing for different mining tasks in a soft paradigm.

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