LightSleepNet: A Lightweight Deep Model for Rapid Sleep Stage Classification with Spectrograms. - Dongdong Zhou; Qi Xu; Jian Wang 112; Jiacheng Zhang; Guoqiang Hu; Lauri Kettunen; Zheng Chang 001; Fengyu Cong (EMBC, 2021)

Convolutional Neural Network Based Sleep Stage Classification with Class Imbalance. - Qi Xu; Dongdong Zhou; Jian Wang 112; Jiangrong Shen; Lauri Kettunen; Fengyu Cong (IJCNN, 2022)

SingleChannelNet: A model for automatic sleep stage classification with raw single-channel EEG. - Dongdong Zhou; Jian Wang 112; Guoqiang Hu; Jiacheng Zhang; Fan Li; Rui Yan 003; Lauri Kettunen; Zheng Chang 001; Qi Xu; Fengyu Cong (Biomed. Signal Process. Control., 2022)

Alleviating Class Imbalance Problem in Automatic Sleep Stage Classification. - Dongdong Zhou; Qi Xu; Jian Wang 112; Hongming Xu 002; Lauri Kettunen; Zheng Chang 001; Fengyu Cong (IEEE Trans. Instrum. Meas., 2022)