IEEE - Institute of Electrical and Electronics Engineers, Inc. - Automatic Sleep Stage Classification Using Single-Channel EEG: Learning Sequential Features with Attention-Based Recurrent Neural Networks

2018 40th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)

Author(s): Huy Phan ; Fernando Andreotti ; Navin Cooray ; Oliver Y. Chen ; Maarten De Vos
Publisher: IEEE - Institute of Electrical and Electronics Engineers, Inc.
Publication Date: 1 July 2018
Conference Location: Honolulu, HI, USA
Conference Date: 18 July 2018
Page(s): 1,452 - 1,455
ISBN (Electronic): 978-1-5386-3646-6
ISBN (USB): 978-1-5386-3645-9
ISSN (Electronic): 1558-4615
DOI: 10.1109/EMBC.2018.8512480
Regular:

We propose in this work a feature learning approach using deep bidirectional recurrent neural networks (RNNs) with attention mechanism for single-channel automatic sleep stage classification. We... View More

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