Tag: support
-
Support Vector Machine Classifier with Rescaled Huberized Pinball Loss
Support Vector Machine Classifier with Rescaled Huberized Pinball Loss arXiv:2511.22065v1 Announce Type: new Abstract: Support vector machines are widely used in machine learning classification tasks, but traditional SVM models suffer from sensitivity to outliers and instability in resampling, which limits their performance in practical applications. To address these issues, this paper proposes a novel rescaled…
-
Weighted Support Points from Random Measures: An Interpretable Alternative for Generative Modeling
Weighted Support Points from Random Measures: An Interpretable Alternative for Generative Modeling arXiv:2508.21255v1 Announce Type: new Abstract: Support points summarize a large dataset through a smaller set of representative points that can be used for data operations, such as Monte Carlo integration, without requiring access to the full dataset. In this sense, support points offer…
-
L1-Regularized Functional Support Vector Machine
L1-Regularized Functional Support Vector Machine arXiv:2508.05567v1 Announce Type: new Abstract: In functional data analysis, binary classification with one functional covariate has been extensively studied. We aim to fill in the gap of considering multivariate functional covariates in classification. In particular, we propose an $L_1$-regularized functional support vector machine for binary classification. An accompanying algorithm is…