计算机科学 ›› 2011, Vol. 38 ›› Issue (11): 1-6.

• 综述 •    下一篇

决策表的属性约减算法综述

张任伟,白晓颖,郁莲,陆皓   

  1. (北京大学软件与微电子学院 北京102600) (清华大学计算机科学与技术系 北京100084)
  • 出版日期:2018-12-01 发布日期:2018-12-01
  • 基金资助:
    本文受航空科学基金自主项目(20091958005)资助。

Survey of Decision Table Research of Attribute Reduction

ZHANG Ren-wei,BAI Xiao-ying,YU Lian,LU Hao   

  • Online:2018-12-01 Published:2018-12-01

摘要: 介绍决策表的基本概念,分析决策表冲突条件以及判定条件组合爆炸的问题,明确决策表冲突检测属性约减的必要性。从本质描述、算法分类、算法效率等几个方面,对决策表冲突检测算法和属性约减算法进行了系统的综述和比较。最后,探讨了决策表的构建、效率、应用规模等6个属性约减研究的热点问题。

关键词: 决策表,冲突检测,属性约减

Abstract: The paper reviewed the basic concept of decision tables. It analyzed the problems of conditions confliction and necessity of attribute reduction when a decision table, with a large number of conditions, has the issue of combinatorial explosion. The paper surveyed the state-of-the-art research on the above two problems, and compared their algorithms from different aspects including motivations, approaches and efficiencies. It then discussed research challenges and future research focuses including decision table construction,algorithm scalability and efficiency.

Key words: Decision table, Conflict detection, Attribute reduction

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