Clustering: Theoretical and Practical Aspects Contributor(s): Simovici, Dan A. (Author) |
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ISBN: 9811241198 ISBN-13: 9789811241192 Publisher: World Scientific Publishing Company OUR PRICE: $208.05 Product Type: Hardcover Published: August 2021 |
Additional Information |
BISAC Categories: - Computers | Expert Systems - Computers | Programming - Algorithms |
Physical Information: 1.81" H x 6" W x 9" (2.95 lbs) 884 pages |
Descriptions, Reviews, Etc. |
Publisher Description: 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. |