Principles of Data Mining

David J Hand

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Language: English

Published by MIT Press Ltd, 2001

026208290X / 9780262082907

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The first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics. The growing interest in data mining is motivated by a common problem across disciplines: how does one store, access, model, and ultimately describe and understand very large data sets? Historically, different aspects of data mining have been addressed independently by different disciplines. This is the first truly interdisciplinary text on data mining, blending the contributions of information science, computer science, and statistics. The book consists of three sections. The first, foundations, provides a tutorial overview of the principles underlying data mining algorithms and their application. The presentation emphasizes intuition rather than rigor. The second section, data mining algorithms, shows how algorithms are constructed to solve specific problems in a principled manner. The algorithms covered include trees and rules for classification and regression, association rules, belief networks, classical statistical models, nonlinear models such as neural networks, and local "memory-based" models. The third section shows how all of the preceding analysis fits together when applied to real-world data mining problems. Topics include the role of metadata, how to handle missing data, and data preprocessing.

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Title
Principles of Data Mining
Author
David J Hand
Publisher
MIT Press Ltd
Publication year
2001
Condition
Good
Binding
Hardback
Language
English
ISBN 10
026208290X
ISBN 13
9780262082907

World of Books Inc

Montgomery, IL, U.S.A.

4-star seller

AbeBooks seller since March 23, 2026

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