Affine combination‐based over‐sampling for imbalanced regression

• Published in: Journal of chemometrics Vol. 38; no. 3
• Main Authors: Li, Zhen‐Zhen, Huang, Niu, Yi, Lun‐Zhao, Fu, Guang‐Hui
• Format: Journal Article
• Language: English
• Published: Chichester Wiley Subscription Services, Inc 01.03.2024
• Subjects: affine combination; Algorithms; Continuity (mathematics); Data mining; Datasets; imbalanced data; imbalanced regression; over‐sampling; Performance prediction; Prediction models; Regression; Sampling

Imbalanced domain prediction analysis is currently one of the hot research topics. Many real‐world data mining analyses involve using imbalanced data to obtain predictive models. In the context of imbalance, research on classification problems has been extensive, but research on regression problems...