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Jitkomut Songsiri

2 accepted papers

2020

Automatic Epileptic Seizure Onset-Offset Detection Based On CNN in Scalp EEG

Poomipat Boonyakitanont, Apiwat Lek-Uthai, Jitkomut Songsiri
ICASSP 2020accepted

We establish a deep learning-based method to automatically detect the epileptic seizure onsets and offsets in multi-channel electroencephalography (EEG) signals. A convolutional neural network (CNN) is designed to identify occurrences of seizures in EEG epochs from the EEG signals and an onset-offse…

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2020

Learning A Common Granger Causality Network Using A Non-Convex Regularization

Parinthorn Manomaisaowapak, Jitkomut Songsiri
ICASSP 2020accepted

This paper proposes an estimation for learning a common Granger network of panel data. When vector time series are collected from several subjects belonging to a homogeneous group, a relationship structure of variables can be assumed to share the same topology, while the model parameters of individu…

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