Clustering: Theoretical and Practical Aspects
暫譯: 聚類:理論與實務面向

Simovici, Dan A.

  • 出版商: World Scientific Pub
  • 出版日期: 2021-08-14
  • 售價: $8,470
  • 貴賓價: 9.5$8,047
  • 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)

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商品描述

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.

商品描述(中文翻譯)

這本獨特的彙編提供了有關聚類的最新介紹,聚類是機器學習中最具挑戰性的任務之一。本書統一呈現了從劃分聚類和層次聚類到基於密度的聚類、類別數據的聚類以及光譜聚類的經典和當代演算法。大部分數學背景內容在附錄中提供,重點強調代數和複雜性理論,以使本書盡可能自足。大量的練習題和補充資料使本書成為研究人員和學生的有用參考教科書。