A regret-based three-way decision model under interval type-2 fuzzy environment

T Wang, H Li, Y Qian, B Huang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Three-way decision provides a new perspective for dealing with uncertainty and complexity
in decision-making problems. However, behaviors of decision-makers may be influenced by …

MFGAD: Multi-fuzzy granules anomaly detection

Z Yuan, H Chen, C Luo, D Peng - Information Fusion, 2023 - Elsevier
Unsupervised anomaly detection is an important research direction in the process of
unsupervised knowledge acquisition. It has been successfully applied in many fields, such …

Ze-HFS: Zentropy-based uncertainty measure for heterogeneous feature selection and knowledge discovery

K Yuan, D Miao, W Pedrycz, W Ding… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Knowledge discovery of heterogeneous data is an active topic in knowledge engineering.
Feature selection for heterogeneous data is an important part of effective data analysis …

Incomplete three-way multi-attribute group decision making based on adjustable multigranulation Pythagorean fuzzy probabilistic rough sets

C Zhang, J Ding, J Zhan, D Li - International Journal of Approximate …, 2022 - Elsevier
Different from the traditional two-way decision paradigm, three-way decisions (3WD) have
been extensively explored in addressing realistic multi-attribute decision making (MADM) by …

A three-way classification with fuzzy decision trees

X Han, X Zhu, W Pedrycz, Z Li - Applied Soft Computing, 2023 - Elsevier
This study is concerned with the design of a three-way classification mechanism realized
through combing fuzzy decision trees and expressing uncertainty associated with …

Granular rough sets and granular shadowed sets: Three-way approximations in Pawlak approximation spaces

Y Yao, J Yang - International Journal of Approximate Reasoning, 2022 - Elsevier
A Pawlak approximation space is a pair of a ground set/space and a quotient set/space of
the ground set induced by an equivalence relation on the ground set. The quotient space is …

Multiple attribute group decision making based on multigranulation probabilistic models, MULTIMOORA and TPOP in incomplete q-rung orthopair fuzzy information …

C Zhang, W Bai, D Li, J Zhan - International Journal of Approximate …, 2022 - Elsevier
The concept of q-rung orthopair fuzzy sets (q-ROFSs) severs as an extended form of
orthopair fuzzy sets, which excels in flexibly depicting imprecise information existed in …

The effectiveness of three-way classification with interpretable perspective

D Liu - Information Sciences, 2021 - Elsevier
As a typical methodology to deal with uncertain issues, the three-way decision (3WD) has
been developed rapidly in nearly ten years, both in theories and applications. Three-way …

A cost-sensitive temporal-spatial three-way recommendation with multi-granularity decision

X Ye, D Liu - Information Sciences, 2022 - Elsevier
In considering of the dynamic variations of user's preference and item's popularity,
sequential recommender system (RS) has attracted much attention in recent years. In …

Granular cabin: An efficient solution to neighborhood learning in big data

K Liu, T Li, X Yang, X Yang, D Liu, P Zhang, J Wang - Information Sciences, 2022 - Elsevier
Neighborhood Learning (NL) is a paradigm covering theories and techniques of
neighborhood, which facilitates data organization, representation and generalization. While …