Property Testing
暫譯: 性質測試

Bhattacharyya, Arnab

  • 出版商: Springer
  • 出版日期: 2022-03-09
  • 售價: $3,400
  • 貴賓價: 9.5$3,230
  • 語言: 英文
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 9811686211
  • ISBN-13: 9789811686214
  • 海外代購書籍(需單獨結帳)

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商品描述

This book introduces important results and techniques in property testing, where the goal is to design algorithms that decide whether their input satisfies a predetermined property in sublinear time, or even in constant time - that is, time is independent of the input size.

This book consists of three parts. The first part provides an introduction to the foundations of property testing. The second part studies the testing of specific properties on strings, graphs, functions, and constraint satisfaction problems. Vectors and matrices over real numbers are also covered. The third part is more advanced and explains general conditions, including full characterizations, under which properties are constant-query testable.

The first and second parts of the book are intended for first-year graduate students in computer science. They should also be accessible to undergraduate students with the adequate background. The third part can be used by researchers or ambitious graduate students who want to gain a deeper theoretical understanding of property testing.

商品描述(中文翻譯)

本書介紹了屬性測試中的重要結果和技術,其目標是設計算法,以決定其輸入是否滿足預定的屬性,並在次線性時間內,甚至在常數時間內完成——也就是說,所需時間與輸入大小無關。

本書分為三個部分。第一部分提供了屬性測試基礎的介紹。第二部分研究在字串、圖形、函數和約束滿足問題上測試特定屬性。實數上的向量和矩陣也包含在內。第三部分則更為進階,解釋了屬性在何種一般條件下是常數查詢可測試的,包括完整的特徵描述。

本書的第一和第二部分旨在為計算機科學的第一年研究生提供學習材料。對於具備適當背景的本科生來說,這些內容也應該是可理解的。第三部分則適合希望深入理解屬性測試理論的研究人員或有抱負的研究生使用。