TY - CONF AU - Xia, Bin AU - Li, Qianyun AU - Jia, Jie AU - Wang, Jingyi AU - Chaudhary, Ujwal AU - Ramos-Murguialday, Ander AU - Birbaumer, Niels PY - 2015 DO - 10.1109/IJCNN.2015.7280775 SN - 9781479919604 SN - 9781479919604 SN - 9781479919604 SN - 9781479919604 AB - In this work, we used single electrooculogram (EOG) signal to perform automatic sleep scoring. Deep belief network (DBN) and combination of DBN and Hidden Markov Models (HMM) are employed to discriminate sleep stages. Under the leave-one-out protocol,... LA - eng PB - Institute of Electrical and Electronics Engineers Inc. TI - Electrooculogram based sleep stage classification using deep belief network TY - conference output ER -