Clustering: Theoretical and Practical Aspects

Simovici, Dan A

ISBN 10: 9811241198 / ISBN 13: 9789811241192

Editore: World Scientific Publishing Company, 2021

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Titolo: Clustering: Theoretical and Practical Aspects

Casa editrice: World Scientific Publishing Company

Data di pubblicazione: 2021

Legatura: Rilegato

Condizione: Used

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Riassunto:

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.