A NOVEL ALGORITHM FOR FINDING ALL REDUCTS IN THE INCOMPLETE DECISION TABLE

Author:

Viet Anh Pham,Duc Thi Vu,Ngoc Cuong Nguyen

Abstract

Attribute reduction, or attribute selection in the decision table, is a fundamental problem of rough set theory. Currently, many scientists are interested in and developing these issues. Unfortunately, most studies focus mainly on the complete decision table. On incomplete decision tables, researchers have proposed tolerance relations and designed attribute reduction algorithms based on different measures. However, these algorithms only return a reduct and do not preserve information in the decision tables. This paper will propose an efficient method to determine entire reducts of incomplete decision tables according to the relational database approach. In the complex case, this algorithm has exponential computational complexity. However, this algorithm has polynomial computational complexity in the different cases of databases.

Publisher

Publishing House for Science and Technology, Vietnam Academy of Science and Technology (Publications)

Subject

Industrial and Manufacturing Engineering,Environmental Engineering

Reference16 articles.

1. J. Demetrovics, On the equivalence of candidate keys with Sperner systems, Acts Cybernetica 4, 247-252, 1979.

2. J. Demetrovics, V. D. Thi, Algorithms for generating Armstrong relation and inferring functional dependencies in the relational data model, Computer and Mathematics with Applications 26 (4) 43-55 (Great Britain).

3. J. Demetrovics, V. D. Thi, antikeys and prime attributes, Ann. Univ. Scien. Budapest Sect. Comut. 8: 37-54, 1987.

4. J. Demetrovics, V. D. Thi, Relations and minimal keys, Acta Cybernetica 8 (3): 297-285, 1998.

5. J. Demetrovics, V. D. Thi, Some remarks on generating, Armstrong and inferring functional dependencies relation, Acta Cybernetica 12: 167-180, 1995.

同舟云学术

1.学者识别学者识别

2.学术分析学术分析

3.人才评估人才评估

"同舟云学术"是以全球学者为主线,采集、加工和组织学术论文而形成的新型学术文献查询和分析系统,可以对全球学者进行文献检索和人才价值评估。用户可以通过关注某些学科领域的顶尖人物而持续追踪该领域的学科进展和研究前沿。经过近期的数据扩容,当前同舟云学术共收录了国内外主流学术期刊6万余种,收集的期刊论文及会议论文总量共计约1.5亿篇,并以每天添加12000余篇中外论文的速度递增。我们也可以为用户提供个性化、定制化的学者数据。欢迎来电咨询!咨询电话:010-8811{复制后删除}0370

www.globalauthorid.com

TOP

Copyright © 2019-2024 北京同舟云网络信息技术有限公司
京公网安备11010802033243号  京ICP备18003416号-3