Clustering: Theoretical and Practical Aspects

Simovici, Dan A.

  • 出版商: World Scientific Pub
  • 出版日期: 2021-08-12
  • 售價: $8,750
  • 貴賓價: 9.5$8,313
  • 語言: 英文
  • 頁數: 867
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9811241198
  • ISBN-13: 9789811241192
  • 海外代購書籍(需單獨結帳)


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.