2 code implementations • 28 Mar 2023 • Akara Supratak, Peter Haddawy
First, when annotations on a target dataset are unavailable, which different data characteristics affect the sleep stage scoring performance the most and by how much?
2 code implementations • 26 Jul 2017 • Hao Dong, Akara Supratak, Luo Mai, Fangde Liu, Axel Oehmichen, Simiao Yu, Yike Guo
Deep learning has enabled major advances in the fields of computer vision, natural language processing, and multimedia among many others.
8 code implementations • 12 Mar 2017 • Akara Supratak, Hao Dong, Chao Wu, Yike Guo
This demonstrated that, without changing the model architecture and the training algorithm, our model could automatically learn features for sleep stage scoring from different raw single-channel EEGs from different datasets without utilizing any hand-engineered features.
Ranked #4 on
Sleep Stage Detection
on MASS SS3
no code implementations • 15 Oct 2016 • Hao Dong, Akara Supratak, Wei Pan, Chao Wu, Paul M. Matthews, Yike Guo
Use of this recording configuration with neural network deconvolution promises to make clinically indicated home sleep studies practical.