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Pattern Recognition Algorithms for Data Mining

Pattern Recognition Algorithms for Data Mining

Hardcover

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

DatabasesGeneral MathematicsProgramming

ISBN10: 1584884576
ISBN13: 9781584884576
Publisher: CRC Press
Published: May 27 2004
Pages: 274
Weight: 1.16
Height: 0.81 Width: 6.46 Depth: 9.46
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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