Computation Trees: A Generalization of Decision Trees
暫譯: 計算樹:決策樹的泛化

Moshkov, Mikhail

  • 出版商: Springer
  • 出版日期: 2025-08-20
  • 售價: $6,530
  • 貴賓價: 9.5$6,204
  • 語言: 英文
  • 頁數: 165
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 3031917472
  • ISBN-13: 9783031917479
  • 相關分類: Algorithms-data-structures
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

This book is devoted to the study of deterministic and nondeterministic computation trees. Computation trees are a natural generalization of decision trees: in addition to the one-place predicate-type operations (attributes) used in decision trees, computation trees can use multi-place predicate and function operations. They arise both where we deal with algorithms for solving problems of combinatorial optimization, computational geometry, etc., and where we solve classification or prediction problems, especially if we use combinations of input variables as attributes. This book mainly studies the complexity of computation trees and also examines related optimization problems. The results discussed in this book may be useful to researchers studying algorithms and using algorithm models similar to computation trees. These results may also be useful to researchers working with decision trees and decision rule systems in data analysis, particularly, in rough set theory, logical analysis of data, and test theory. The book is also used to create graduate courses.

商品描述(中文翻譯)

本書專注於確定性與非確定性計算樹的研究。計算樹是決策樹的自然推廣:除了在決策樹中使用的一元謂詞類型操作(屬性)外,計算樹還可以使用多元謂詞和函數操作。它們出現在我們處理組合優化、計算幾何等問題的算法時,以及在解決分類或預測問題時,特別是當我們使用輸入變數的組合作為屬性時。本書主要研究計算樹的複雜性,並檢視相關的優化問題。本書中討論的結果可能對研究算法的學者以及使用類似計算樹的算法模型的研究者有所幫助。這些結果也可能對從事數據分析中決策樹和決策規則系統的研究者有用,特別是在粗集理論、數據的邏輯分析和測試理論方面。本書也用於創建研究生課程。