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Clustering: Theoretical And Practical Aspects

Lee

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English | 2022 | ISBN: ‎ 9811241198 | 882 pages | True PDF EPUB | 83.05 MB

This unique compendium gives an updated presentation of clustering, one of the most challeg tasks in machine learning.​

The book provides a unitary presentation of classical and contemporary algorithms rag 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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