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Clustering|Simovici Dan a

Clustering : Theoretical and Practical Aspects

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Overview

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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Details

  • ISBN-13: 9789811241192
  • ISBN-10: 9811241198
  • Publisher: World Scientific Publishing Company
  • Publish Date: August 2021
  • Dimensions: 9 x 6 x 1.81 inches
  • Shipping Weight: 2.95 pounds
  • Page Count: 884

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