Clustering: Theoretical and Practical Aspects (Hardcover) (ISBN-13: 9789811241192)

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.

Author: Dan A. Simovici
ISBN-10: 9811241198
ISBN-13: 9789811241192
Publisher: World Scientific Publishing Company
Language: English
Published: 08/12/2021
Pages: 884
Format: Hardcover
Weight: 2.95lbs
Size: 9.00h x 6.00w x 1.81d