A novel three-way distance-based fuzzy large margin distribution machine for imbalance classification

A novel three-way distance-based fuzzy large margin distribution machine for imbalance classification

Abstract Class imbalance is a prevalent issue in practical applications, which poses significant challenges for classifiers. The large margin distribution machine (LDM) introduces the margin distribution of samples to replace the traditional minimum margin, resulting in extensively enhanced classifi...

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Bibliographic Details
Main Authors: Li Liu, Jinrui Guo, Ziqi Yin, Rui Chen, Guojun Huang
Format: Article
Language:English
Published: Springer 2025-02-01
Series:Complex & Intelligent Systems
Subjects:
Three-way decision
Large margin distribution machine
Imbalance classification
Fuzzy membership
Online Access:https://doi.org/10.1007/s40747-025-01797-w

Internet

https://doi.org/10.1007/s40747-025-01797-w

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