DATA MINING AND ANALYSIS by Mohammed J. Zaki, Wagner Meira ( 9780521766333 )

Item Details

Title:

DATA MINING AND ANALYSIS
FUNDAMENTAL CONCEPTS AND ALGORITHMS

By:

Format:

Hardback

List price:	£51.99
We currently do not stock this item, please contact the publisher directly for further information.

ISBN 10:

0521766338

ISBN 13:

9780521766333

Publisher:

CAMBRIDGE UNIVERSITY PRESS

Pub. date:

12 May, 2014

Pages:

562

Description:

A comprehensive overview of data mining from an algorithmic perspective, integrating related concepts from machine learning and statistics.

Synopsis:

The fundamental algorithms in data mining and analysis form the basis for the emerging field of data science, which includes automated methods to analyze patterns and models for all kinds of data, with applications ranging from scientific discovery to business intelligence and analytics. This textbook for senior undergraduate and graduate data mining courses provides a broad yet in-depth overview of data mining, integrating related concepts from machine learning and statistics. The main parts of the book include exploratory data analysis, pattern mining, clustering, and classification. The book lays the basic foundations of these tasks, and also covers cutting-edge topics such as kernel methods, high-dimensional data analysis, and complex graphs and networks. With its comprehensive coverage, algorithmic perspective, and wealth of examples, this book offers solid guidance in data mining for students, researchers, and practitioners alike.

Illustrations:

186 b/w illus. 85 tables 130 exercises

Publication:

Imprint:

Cambridge University Press

Returns:

Returnable

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