Compression of ECG Signals Using Long Short-Term Memory based Sequence-to-Sequence Autoencoder. - Gürkan Aydemir; Tahir Bekiryazici; Hakan Gürkan (SIU, 2020)

Image-Based Prognostics Using Deep Learning Approach. - Gürkan Aydemir; Kamran Paynabar (IEEE Trans. Ind. Informatics, 2020)

Robust Feature Learning for Remaining Useful Life Estimation Using Siamese Neural Networks. - Gürkan Aydemir; Kamran Paynabar; Burak Acar (EUSIPCO, 2022)

Stacked causal convolutional autoencoder based speech compression method. - Tahir Bekiryazici; Gürkan Aydemir; Hakan Gürkan (SIU, 2024)