Elektrik Elektronik Mühendisliği Bölümü Yayın Koleksiyonu by Institution Author "Aydemir, Gürkan"

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Compression of ECG Signals Using Long Short-Term Memory based Sequence-to-Sequence Autoencoder

Aydemir, Gürkan; Bekiryazıcı, Tahir; Gürkan, Hakan (Institute of Electrical and Electronics Engineers Inc., 2020)

This study proposes a novel long short-term memory based sequence-to-sequence autoencoder model to compress ECG signals. The efficiency of this new method is illustrated on MIT-BIH Arrhythmia dataset. In the conducted ...
Driver Drowsiness Detection using MobileNets and Long Short-term Memory

Aydemir, Gürkan; Kurnaz, Oguzhan; Bekiryazıcı, Tahir; Avcı, Adem; Kocakulak, Mustafa (Institute of Electrical and Electronics Engineers Inc., 2021)

Deep learning has been studied extensively for driver drowsiness detection using video data. However, since the proposed deep learning methods are computationally cumbersome, the commercial driver drowsiness detection ...