Clustering for Data Mining: A Data Recovery Approach

Mirkin, Boris

ISBN 10: 1584885343 / ISBN 13: 9781584885344

Published by Chapman And Hall/Crc, 2005

This is an ex-library book and may have the usual library/used-book markings inside.This book has hardback covers. In good all round condition. Please note the Image in this listing is a stock photo and may not match the covers of the actual item,650grams, ISBN:9781584885344. Seller Inventory # 5587733

Synopsis:

Often considered more as an art than a science, the field of clustering has been dominated by learning through examples and by techniques chosen almost through trial-and-error. Even the most popular clustering methods--K-Means for partitioning the data set and Ward's method for hierarchical clustering--have lacked the theoretical attention that would establish a firm relationship between the two methods and relevant interpretation aids.

Rather than the traditional set of ad hoc techniques, Clustering for Data Mining: A Data Recovery Approach presents a theory that not only closes gaps in K-Means and Ward methods, but also extends them into areas of current interest, such as clustering mixed scale data and incomplete clustering. The author suggests original methods for both cluster finding and cluster description, addresses related topics such as principal component analysis, contingency measures, and data visualization, and includes nearly 60 computational examples covering all stages of clustering, from data pre-processing to cluster validation and results interpretation.

This author's unique attention to data recovery methods, theory-based advice, pre- and post-processing issues that are beyond the scope of most texts, and clear, practical instructions for real-world data mining make this book ideally suited for virtually all purposes: for teaching, for self-study, and for professional reference.

About the Author:

Boris Mirkin is a professor of computer science at the University of London, UK.

Bibliographic Details

Title: Clustering for Data Mining: A Data Recovery ...
Publisher: Chapman And Hall/Crc
Publication Date: 2005
Binding: Hardcover
Condition: Good