Haiyan Du

collaborators

2 papers

stat.ML2026

Sparse $I^µ$ insensitive zone bounded asymmetric elastic net support vector machines for pattern classification

Haiyan Du, Hu Yang

Existing support vector machines(SVM) models are sensitive to noise and lack sparsity, which limits their performance. To address these issues, we combine the elastic net loss with…

stat.ML2026

Robust support vector model based on bounded asymmetric elastic net loss for binary classification

Haiyan Du, Hu Yang

In this paper, we propose a novel bounded asymmetric elastic net ( $L_{ba e n}$ ) loss function and combine it with the support vector machine (SVM), resulting in the BAEN-SVM. The $L_…

Sparse I^µ insensitive zone bounded asymmetric elastic net support vector machines for pattern classification

Robust support vector model based on bounded asymmetric elastic net loss for binary classification

Sparse $I^µ$ insensitive zone bounded asymmetric elastic net support vector machines for pattern classification