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Author Kogan, Jacob, 1954-

Title Introduction to clustering large and high-dimensional data / Jacob Kogan.

Imprint Cambridge ; New York : Cambridge University Press, 2007.


Location Call No. OPAC Message Status
 Axe Books 24x7 Engineering E-Book  Electronic Book    ---  Available
Description 1 online resource (xvi, 205 pages) : illustrations
text txt rdacontent
computer c rdamedia
online resource cr rdacarrier
Bibliography Includes bibliographical references (pages 189-201) and index.
Note Print version record.
Contents Cover; Half-title; Title; Copyright; Dedication; Contents; Foreword; Preface; 1 Introduction and motivation; 2 Quadratic k-means algorithm; 3 BIRCH; 4 Spherical k-means algorithm; 5 Linear algebra techniques; 6 Information theoretic clustering; 7 Clustering with optimization techniques; 8 k-means clustering with divergences; 9 Assessment of clustering results; 10 Appendix: Optimization and linear algebra background; 11 Solutions to selected problems; Bibliography; Index.
Summary This book focuses on a few of the most important clustering algorithms, providing a detailed account of these major models in an information retrieval context. The beginning chapters introduce the classic algorithms in detail, while the later chapters describe clustering through divergences and show recent research for more advanced audiences.
Subject Cluster analysis -- Data processing.
Cluster analysis -- Computer programs.
Computer algorithms.
Dimensional analysis -- Data processing.
Dimensional analysis -- Computer programs.
MATHEMATICS -- Probability & Statistics -- General.
Cluster analysis -- Computer programs. (OCoLC)fst00864977
Cluster analysis -- Data processing. (OCoLC)fst00864978
Computer algorithms. (OCoLC)fst00872010
Dimensional analysis -- Computer programs. (OCoLC)fst00893850
Genre/Form Electronic books.
Other Form: Print version: Kogan, Jacob, 1954- Introduction to clustering large and high-dimensional data. Cambridge ; New York : Cambridge University Press, 2007 0521852676 9780521852678 (DLC) 2006024381 (OCoLC)70707967
ISBN 9780511257483 (electronic bk.)
0511257481 (electronic bk.)
0511254806 (electronic bk. ; Adobe Reader)
9780511254802 (electronic bk. ; Adobe Reader)
0521617936 (paper)
9780521617932 (paper)
0521852676 (cloth)
9780521852678 (cloth)
0511256981 (electronic bk.)
9780511256981 (electronic bk.)
9780511256479 (electronic bk.)
0511256477 (electronic bk.)
Standard No. AU@ 000042832558
AU@ 000048763644
DEBSZ 379299941
DEBSZ 445559993

Available items only