A review of sequential three-way decision and multi-granularity learning

X Yang, Y Li, T Li - International Journal of Approximate Reasoning, 2023 - Elsevier
The concept of three-way decision, interpreted and described as thinking, problem solving,
and information processing in “threes”, has been widely studied and applied in machine …

A prospect-regret theory-based three-way decision model with intuitionistic fuzzy numbers under incomplete multi-scale decision information systems

X Huang, J Zhan, Z Xu, H Fujita - Expert Systems with Applications, 2023 - Elsevier
As a new data representation in the big data era, a multi-scale decision information system
(MSDIS) realizes “multi-level, multi-angle and multi-view” evaluations in various problems …

Outlier detection using three-way neighborhood characteristic regions and corresponding fusion measurement

X Zhang, Z Yuan, D Miao - IEEE Transactions on Knowledge …, 2023 - ieeexplore.ieee.org
Outliers carry significant information to reflect an anomaly mechanism, so outlier detection
facilitates relevant data mining. In terms of outlier detection, the classical approaches from …

A novel prospect-theory-based three-way decision methodology in multi-scale information systems

J Deng, J Zhan, W Ding, P Liu, W Pedrycz - Artificial Intelligence Review, 2023 - Springer
In an uncertain and complex decision-making environment, limited by the scope of human
cognition, traditional utility decision-making has a certain deviation to actual decision …

Covering based multi-granulation rough fuzzy sets with applications to feature selection

Z Huang, J Li - Expert Systems with Applications, 2024 - Elsevier
Feature selection acts as an important preprocessing method to reduce redundant
information. In order to effectively evaluate the classification information hidden in a given …

Tri-granularity attribute reduction of three-way concept lattices

Z Wang, C Shi, L Wei, Y Yao - Knowledge-Based Systems, 2023 - Elsevier
A real-world dataset often generates a huge concept lattice that may be difficult to
understand and impractical to use. The principle of granular computing is that we can …

Three-way decision for probabilistic linguistic conflict analysis via compounded risk preference

T Wang, B Huang, H Li, D Liu, H Yu - Information Sciences, 2023 - Elsevier
Three-way decision, an essential granular computing research tool, provides an efficient
solution to complex and uncertain problems. Behavioral decision theory can analyze the risk …

Generalized multigranulation sequential three-way decision models for hierarchical classification

J Qian, C Hong, Y Yu, C Liu, D Miao - Information Sciences, 2022 - Elsevier
Hierarchical classification is an important research hotspot in machine learning due to the
widespread existence of data with hierarchical class structures. The existing sequential …

Three-way conflict analysis based on interval-valued Pythagorean fuzzy sets and prospect theory

T Wang, L Zhang, B Huang, X Zhou - Artificial Intelligence Review, 2023 - Springer
Conflict analysis gives guidelines for conflict resolution, which has been thoroughly studied
and received widespread interest. Three-way conflict analysis research has achieved …

Three-hierarchical three-way decision models for conflict analysis: a qualitative improvement and a quantitative extension

X Zhang, J Chen - Information Sciences, 2022 - Elsevier
Conflict analysis facilitates cause revelation and action treatments for widespread conflicts.
Relevant three-way decisions on agreement, disagreement, and neutrality attitude subsets …