Granulation in rough set theory: a novel perspective

JL Velázquez-Rodríguez, Y Villuendas-Rey… - … Journal of Approximate …, 2020 - Elsevier
information granulation (section 2), and we introduce a novel granulation, the Parameterized
Granulation, to overcome the aforementioned drawbacks of such granulations (section 3.1). …

Cost-sensitive rough set: a multi-granulation approach

H Ju, H Li, X Yang, X Zhou, B Huang - Knowledge-Based Systems, 2017 - Elsevier
rough set model in multi-granulation environment. Indisputably, information granulation and
approximation approaches are two headstones of rough set theory. We easily note that most …

Multi-granulation rough sets and uncertainty measurement for multi-source fuzzy information system

L Yang, X Zhang, W Xu, B Sang - International Journal of Fuzzy Systems, 2019 - Springer
… [39] proposed a fuzzy rough set model based on Gauss kernel approximation and … ’s rough
set model, multi-granulation rough set model and multi-source fuzzy information system. More …

Local multigranulation decision-theoretic rough set in ordered information systems

J Zhang, X Zhang, W Xu, Y Wu - Soft Computing, 2019 - Springer
rough set in an ordered information system to overcome the above-mentioned limitation.
Firstly, to reduce the computing time of the information granule … concept to approximate this …

Information fusion in rough set theory: An overview

W Wei, J Liang - Information Fusion, 2019 - Elsevier
… concepts of a rough set model: the lower and upper approximations. Based on these two …
introduced for classical information systems, the multi-granulation rough sets can also be …

Three-way approximation of decision granules based on the rough set approach

J Stepaniuk, A Skowron - International Journal of Approximate Reasoning, 2023 - Elsevier
… three-way rough set based approach for approximation of decision … a new concept of
approximation space which is based on … the case of decision granule approximations in distributed …

Updating approximations with dynamic objects based on local multigranulation rough sets in ordered information systems

W Li, W Xu, X Zhang, J Zhang - Artificial Intelligence Review, 2022 - Springer
information in the formation of approximation space. In this paper, we first present a local
rough set … as: (1) The local rough set theory is extended to the multiple granulation ordered …

Rough set models in multigranulation spaces

Y Yao, Y She - Information Sciences, 2016 - Elsevier
… By considering rough sets in different granulations, one can introduce the concept of an … In
Section 6, we compare four types of rough set approximations in a multigranulation space and …

Generalized multigranulation rough sets and optimal granularity selection

W Xu, W Li, X Zhang - Granular Computing, 2017 - Springer
… extended Pawlak’s single granulation rough set model to a multiple granulation rough
the approximation sets in optimistic multigranulation rough set, pessimistic multigranulation …

[HTML][HTML] Generalized multi-granulation double-quantitative decision-theoretic rough set of multi-source information system

B Sang, L Yang, H Chen, W Xu, Y Guo… - … Journal of Approximate …, 2019 - Elsevier
… First, we build the generalized multi-granulation rough set model for MsIS and its relevant
properties are investigated and proved. Second, based on the proposed model, we introduce …