• Convolutional Neural Networks for patient-specific ECG classification 

      Kiranyaz, Serkan; Ince, Turker; Hamila, Ridha; Gabbouj, Moncef ( IEEE , 2015 , Conference Paper)
      We propose a fast and accurate patient-specific electrocardiogram (ECG) classification and monitoring system using an adaptive implementation of 1D Convolutional Neural Networks (CNNs) that can fuse feature extraction and ...
    • Patient-Specific Seizure Detection Using Nonlinear Dynamics and Nullclines 

      Zabihi M.; Kiranyaz, Mustafa Serkan; Jantti V.; Lipping T.; Gabbouj M. ( Institute of Electrical and Electronics Engineers Inc. , 2020 , Article)
      Nonlinear dynamics has recently been extensively used to study epilepsy due to the complex nature of the neuronal systems. This study presents a novel method that characterizes the dynamic behavior of pediatric seizure ...