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Clustering: Theoretical and Practical Aspects - Hardcover

Simovici, Dan A

 
9789811241192: Clustering: Theoretical and Practical Aspects
Hardcover
ISBN 10: 9811241198 ISBN 13: 9789811241192
Publisher: World Scientific Publishing Company, 2021

Synopsis

This unique compendium gives an updated presentation of clustering, one of the most challenging tasks in machine learning. The book provides a unitary presentation of classical and contemporary algorithms ranging from partitional and hierarchical clustering up to density-based clustering, clustering of categorical data, and spectral clustering.Most of the mathematical background is provided in appendices, highlighting algebraic and complexity theory, in order to make this volume as self-contained as possible. A substantial number of exercises and supplements makes this a useful reference textbook for researchers and students.

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Publisher
World Scientific Publishing Company
Publication date
2021
Language
English
ISBN 10 
9811241198
ISBN 13 
9789811241192
Binding
Hardcover
Number of pages
884

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