Clustering: Theoretical And Practical Aspects
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A01=Dan A Simovici
Author_Dan A Simovici
Category=UYQM
Clustering
Clustering Complexity
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eq_isMigrated=1
eq_isMigrated=2
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Hierarchical Clustering
Partitional Clustering
Product details
- ISBN 9789811241192
- Publication Date: 12 Aug 2021
- Publisher: World Scientific Publishing Co Pte Ltd
- Publication City/Country: SG
- Product Form: Hardback
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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.
