Data Mining and Analysis (BOK)

Mohammed J Zaki & Wagner Meira Jr

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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.

Produktfakta

Språk Engelsk Engelsk Innbinding Innbundet
Utgitt 2014 Forfatter Mohammed J Zaki & Wagner Meira Jr
Forlag
CAMBRIDGE UNIVERSITY PRESS
ISBN 9780521766333
Antall sider 624 Dimensjoner 18,3cm x 26,4cm x 3,2cm
Vekt 1220 gram Leverandør Bertram Trading Ltd