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Pattern Recognition Algorithms for Data Mining
Engelsk
Bogcover for Pattern Recognition Algorithms for Data Mining af Pabitra Mitra, Sankar K. Pal, 9780367394240
Specifikationer
Sprog:
Engelsk
Sider:
280
ISBN-13:
9780367394240
Indbinding:
Paperback
ISBN-10:
0367394243
Udg. Dato:
19 sep 2019
Størrelse i cm:
23,4 x 15,6
Oplagsdato:
19 sep 2019
Forfatter(e):

Pattern Recognition Algorithms for Data Mining

Engelsk
Paperback 2019
Format:

Bog beskrivelse
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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Specifikationer
Sprog:
Engelsk
Sider:
280
ISBN-13:
9780367394240
Indbinding:
Paperback
ISBN-10:
0367394243
Udg. Dato:
19 sep 2019
Størrelse i cm:
23,4 x 15,6
Oplagsdato:
19 sep 2019
Forfatter(e):
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