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stat.ME2023
Hierarchical selection of genetic and gene by environment interaction effects in high-dimensional mixed models
Julien St-Pierre, Karim Oualkacha
Interactions between genes and environmental factors may play a key role in the etiology of many common disorders. Several regularized generalized linear models (GLMs) have been pr…
stat.ML2023
High-Dimensional Penalized Bernstein Support Vector Machines
Rachid Kharoubi, Abdallah Mkhadri, Karim Oualkacha
The support vector machines (SVM) is a powerful classifier used for binary classification to improve the prediction accuracy. However, the non-differentiability of the SVM hinge lo…