S. Sunitha

Leakage-Controlled Recording-Level Evaluation of Machine Learning, Deep Learning, and Convolutional-Kernel Models for EEG-Based Epileptic Seizure Detection

Electroencephalogram (EEG)-based seizure detection is a challenging time-series classification problem because EEG signals are nonlinear, non-stationary, and temporally heterogeneous. This study presents a unified comparison of classical machine-learning, neural and deep-learning, convolutional-kernel time-series, and...