ASER: Adapted squared error relevance for rare cases prediction in imbalanced regression

• Published in: Journal of chemometrics Vol. 37; no. 11
• Main Authors: Kou, Ying, Fu, Guang‐Hui
• Format: Journal Article
• Language: English
• Published: Chichester Wiley Subscription Services, Inc 01.11.2023
• Subjects: Algorithms; Data mining; Data points; Datasets; Machine learning; Optimization; Performance prediction; Prediction models; Regression; Weighting functions

Many real‐world data mining applications involve using imbalanced datasets to obtain predictive models. Imbalanced data can hinder the model performance of learning algorithms in rare cases. Although there are many well‐researched classification task solutions, most of them cannot be directly applie...