3 papers
cs.LG2026
Learning Kernels by Alignment for Multiclass Bayes Classification
Hollan Haule, Alfredo Gonzalez-Sulser, Javier Escudero
Kernel methods separate data representation from decision-making, but typically require the kernel to be chosen in advance. We show that this kernel can instead be learned by align…
cs.LG2025
PySeizure: A single machine learning classifier framework to detect seizures in diverse datasets
Bartlomiej Chybowski, Shima Abdullateef, Hollan Haule +2
Reliable seizure detection is critical for diagnosing and managing epilepsy, yet clinical workflows remain dependent on time-consuming manual EEG interpretation. While machine lear…
eess.SP2024
Preictal Period Optimization for Deep Learning-Based Epileptic Seizure Prediction
Petros Koutsouvelis, Bartlomiej Chybowski, Alfredo Gonzalez-Sulser +2
Accurate prediction of epileptic seizures could prove critical for improving patient safety and quality of life in drug-resistant epilepsy. Although deep learning-based approaches…