2 papers
cs.LG2026
Large margin classifier with graph-based adaptive regularization
VÃtor M. Hanriot, TurÃbio T. Salis, Luiz C. B. Torres +2
This paper introduces the use of per-class regularization hyperparameters in Gabriel graph-based binary classifiers. We demonstrate how the quality index used for regularization be…
cs.LG2025
Multiclass Graph-Based Large Margin Classifiers: Unified Approach for Support Vectors and Neural Networks
VÃtor M. Hanriot, Luiz C. B. Torres, Antônio P. Braga
While large margin classifiers are originally an outcome of an optimization framework, support vectors (SVs) can be obtained from geometric approaches. This article presents advanc…