Automated Classification of Sleep Stages in Mice with Deep Learning model implementation in Keras.

Source: R/models.R

Model inspired by the article "Automated Classification of Sleep Stages and EEG Artifacts in Mice with Deep Learning". Implemented using Keras. Adapted to use minimum 2 channels and to not score artifact epochs.

schwabedal2018(channels = 2, samples = 8000)

Arguments

channels

Number of channels in each input.

samples

Number of samples in each channel.

Value

A Keras sequential model.

References

Schwabedal, Justus T. C., Daniel Sippel, Moritz D. Brandt, and Stephan Bialonski. “Automated Classification of Sleep Stages and EEG Artifacts in Mice with Deep Learning.” ArXiv:1809.08443 [Cs, q-Bio], September 22, 2018. http://arxiv.org/abs/1809.08443.