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Clustering: Theoretical and Practical Aspects by Dan A. Simovici

Clustering: Theoretical and Practical Aspects

by Dan A. Simovici
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Book cover type: Hardcover
  • ISBN13: 9789811241192
  • Binding: Hardcover
  • Subject: N/A
  • Publisher: World Scientific Publishing Company
  • Publisher Imprint: World Scientific Publishing Company
  • Publication Date:
  • Pages: 884
  • Original Price: USD 219.0
  • Language: English
  • Edition: N/A
  • Item Weight: 1339 grams
  • BISAC Subject(s): Data Science / Machine Learning

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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