Rule acquisition of three‐way semi‐concept lattices in formal decision context

Author:

Zhao Jie1ORCID,Wan Renxia1,Miao Duoqian2,Zhang Boyang3

Affiliation:

1. School of Mathematics and Information Science North Minzu University Yinchuan Ningxia China

2. Department of Computer Science and Technology Tongji University Shanghai China

3. Department of Computer Science Bowling Green State University Bowling Green Ohio USA

Abstract

AbstractThree‐way concept analysis is an important tool for information processing, and rule acquisition is one of the research hotspots of three‐way concept analysis. However, compared with three‐way concept lattices, three‐way semi‐concept lattices have three‐way operators with weaker constraints, which can generate more concepts. In this article, the problem of rule acquisition for three‐way semi‐concept lattices is discussed in general. The authors construct the finer relation of three‐way semi‐concept lattices, and propose a method of rule acquisition for three‐way semi‐concept lattices. The authors also discuss the set of decision rules and the relationships of decision rules among object‐induced three‐way semi‐concept lattices, object‐induced three‐way concept lattices, classical concept lattices and semi‐concept lattices. Finally, examples are provided to illustrate the validity of our conclusions.

Funder

Central University Basic Research Fund of China

Data Center of Management Science, National Natural Science Foundation of China - Peking University

Publisher

Institution of Engineering and Technology (IET)

Subject

Artificial Intelligence,Computer Networks and Communications,Computer Vision and Pattern Recognition,Human-Computer Interaction,Information Systems

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