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portada Clustering: Theoretical and Practical Aspects
Type
Physical Book
Author
Publisher
Language
English
Pages
884
Format
Hardcover
Dimensions
22.9 x 15.2 x 4.6 cm
Weight
1.34 kg.
ISBN13
9789811241192
Categories

Clustering: Theoretical and Practical Aspects

Dan A. Simovici (Author) · World Scientific Publishing Company · Hardcover

Clustering: Theoretical and Practical Aspects - Simovici, Dan A.

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Synopsis "Clustering: Theoretical and Practical Aspects "

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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