Clustering: Theoretical and Practical Aspects

Clustering: Theoretical And Practical Aspects
Author: Dan A Simovici
Publisher ‏ : ‎ World Scientific Publishing Company (August 12, 2021)
Language ‏ : ‎ English
Hardcover ‏ : ‎ 867 pages
ISBN-10 ‏ : ‎ 9811241198
ISBN-13 ‏ : ‎ 9789811241192

Book Description
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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