Back to Search
Start Over
Granulation in Rough Set Theory: A novel perspective
- Source :
- International Journal of Approximate Reasoning. 124:27-39
- Publication Year :
- 2020
- Publisher :
- Elsevier BV, 2020.
-
Abstract
- Considering data from different perspectives (views or granulations) is very common in several applications nowadays. Unfortunately, Rough Sets lack of effective tools for handling multiple granulation in mixed and incomplete information systems. This paper introduces a novel approach for dealing with such information systems: The Parameterized Granulation. The demonstration of some of the properties of such granulation approach, as well as the theoretical and experimental analysis carried out, show the capabilities of this novel granulation, and result in great utility in the study of mixed and incomplete information systems, not only in the context of a single granulation, but in the context of multiple granulations.
- Subjects :
- Computer science
Incomplete information system
Applied Mathematics
Perspective (graphical)
InformationSystems_DATABASEMANAGEMENT
Parameterized complexity
Context (language use)
02 engineering and technology
computer.software_genre
Theoretical Computer Science
Granulation
Artificial Intelligence
020204 information systems
0202 electrical engineering, electronic engineering, information engineering
Information system
020201 artificial intelligence & image processing
Data mining
Rough set
computer
Software
Subjects
Details
- ISSN :
- 0888613X
- Volume :
- 124
- Database :
- OpenAIRE
- Journal :
- International Journal of Approximate Reasoning
- Accession number :
- edsair.doi...........5f2e065351f28946dd03cb2628a86add
- Full Text :
- https://doi.org/10.1016/j.ijar.2020.05.003