International Journal of Fuzzy Systems, Journal Year: 2024, Volume and Issue: unknown
Published: Dec. 9, 2024
Language: Английский
International Journal of Fuzzy Systems, Journal Year: 2024, Volume and Issue: unknown
Published: Dec. 9, 2024
Language: Английский
International Journal of Approximate Reasoning, Journal Year: 2025, Volume and Issue: unknown, P. 109374 - 109374
Published: Jan. 1, 2025
Language: Английский
Citations
2Information Fusion, Journal Year: 2024, Volume and Issue: 112, P. 102588 - 102588
Published: July 20, 2024
Language: Английский
Citations
4Complex & Intelligent Systems, Journal Year: 2025, Volume and Issue: 11(3)
Published: Feb. 19, 2025
Abstract Class imbalance is a prevalent issue in practical applications, which poses significant challenges for classifiers. The large margin distribution machine (LDM) introduces the of samples to replace traditional minimum margin, resulting extensively enhanced classification performance. However, hyperplane LDM tends be skewed toward minority class, due optimization property means. Moreover, absence non-deterministic options and measurement confidence level further restricts capability manage uncertainty imbalanced tasks. To solve these problems, we propose novel three-way distance-based fuzzy (3W-DBFLDM). Specifically, introduce factor mitigate impact sample size on results by increasing distance weights class. Additionally, decision model introduced deal with uncertainty, model’s robustness utilizing membership degree that reflects importance each input point. Comparative experiments conducted UCI datasets demonstrate 3W-DBFLDM surpasses other models accuracy, stability, robustness. Furthermore, cost comparison experiment validate reduces overall cost.
Language: Английский
Citations
0Expert Systems with Applications, Journal Year: 2025, Volume and Issue: unknown, P. 127506 - 127506
Published: April 1, 2025
Language: Английский
Citations
0Expert Systems with Applications, Journal Year: 2025, Volume and Issue: unknown, P. 127894 - 127894
Published: April 1, 2025
Language: Английский
Citations
0PLoS ONE, Journal Year: 2025, Volume and Issue: 20(5), P. e0320350 - e0320350
Published: May 5, 2025
Linguistic Z-numbers (LZs), which uses both fuzzy constraint and reliability measure to describe information has been widely used in various industries. However, as the amount of needed process increases, relevant sorting methods are inefficient. Three-way decision model with decision-theoretical rough sets divides objects into three disjoint regions, namely acceptance,deferment, rejection. In subsequent process, only that need delayed judgment subdivided, greatly reduces computation. Therefore, order improve efficiency making under LZs environment, we propose a sequential three-way model. Firstly, by considering measure, (TWDZ) is proposed. Next, concept attribute hierarchy proposed prioritize attributes based on contributions distinguishing alternatives. After that, combined priority, delay domain constantly Finally, application background double carbon economy, practical case about selecting an optimal design electric vehicles charging station offered, comparative analysis was conducted demonstrate STWDZ
Language: Английский
Citations
0Published: Jan. 1, 2024
Language: Английский
Citations
0International Journal of Approximate Reasoning, Journal Year: 2024, Volume and Issue: unknown, P. 109296 - 109296
Published: Sept. 1, 2024
Language: Английский
Citations
0Applied Soft Computing, Journal Year: 2024, Volume and Issue: 167, P. 112415 - 112415
Published: Nov. 3, 2024
Language: Английский
Citations
0International Journal of Fuzzy Systems, Journal Year: 2024, Volume and Issue: unknown
Published: Dec. 9, 2024
Language: Английский
Citations
0