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# tf_EEGLearn






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# tf_EEGLearn

  
  





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All implementations are not guaranteed to be correct, have not been checked by original authors, only reimplemented from the paper description and open source code from original authors.

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All implementations are not guaranteed to be correct, have not been checked by original authors, only reimplemented from the paper description and open source code from original authors.





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## Prerequisites

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## Prerequisites





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- python >= 3.5

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- python >= 3.5






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- tensorflow-gpu >= 1.2

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- tensorflow-gpu >= 1.2






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  - `conda install tensorflow-gpu=1.2`

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  - `conda install tensorflow-gpu=1.2`






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- Numpy

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- Numpy






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- Scipy

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- Scipy






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- Scikit-learn

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- Scikit-learn





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## EEGLearn

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## EEGLearn





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It's a tensorflow implementation for EEGLearn

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It's a tensorflow implementation for EEGLearn





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    Bashivan, et al. "Learning Representations from EEG with Deep Recurrent-Convolutional Neural Networks." International conference on learning representations (2016).

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    Bashivan, et al. "Learning Representations from EEG with Deep Recurrent-Convolutional Neural Networks." International conference on learning representations (2016).






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    http://arxiv.org/abs/1511.06448

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    http://arxiv.org/abs/1511.06448





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For more information please see https://github.com/pbashivan/EEGLearn

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For more information please see https://github.com/pbashivan/EEGLearn





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<center>

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![Diagram](./images/diagram.png 'Diagram.png')

  
  





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![AEP](./images/AEP.png 'AEP.png') 

  
  





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</center>

  
  





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## Leave-one-subject-out Experments

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## Leave-one-subject-out Experments





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### Model: EEGLearn

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### Model: EEGLearn





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| Subject id | S0 | S1 | S2 | S3 | S4 | S5 | S6 | S7 | S8 | S9 | S10 | S11 | S12 | mean |

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| Subject id | S0 | S1 | S2 | S3 | S4 | S5 | S6 | S7 | S8 | S9 | S10 | S11 | S12 | mean |






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|---         |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- |---  |---  |---  |---  |

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|---         |--- |--- |--- |--- |--- |--- |--- |--- |--- |--- |---  |---  |---  |---  |






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| CNN test acc | 55.14 | 73.58 | 93.47 | 100.00 | 100.00 | 99.50 | 99.48 | 100.00 | 98.57 | 100.00 | 98.62 | 72.25 | 49.55 | 87.70 |

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| CNN test acc | 55.14 | 73.58 | 93.47 | 100.00 | 100.00 | 99.50 | 99.48 | 100.00 | 98.57 | 100.00 | 98.62 | 72.25 | 49.55 | 87.70 |