Code

Matlab code for Common Dictionary Learning

The code was used to perform the experiments in the paper

Morioka, H., Kanemura, A., Hirayama, J., Shikauchi, M., Ogawa, T., Ikeda, S., Kawanabe, M., Ishii, S. Learning a common dictionary for subject-transfer decoding with resting calibration. NeuroImage. Vol. 111, pp. 167—178, 2015.

If you are using pieces of the posted code, please cite the above paper.

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Also check EEG database (Open-access ATR Network-BMI Brain Database) used in the paper.

Python code for Time-Contrastive Learning

The code was used to perform the simulations in the paper

Hyvarinen, A., Morioka, H., Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA. In Advances in Neural Information Processing Systems (NIPS2016), pp. 3765–3773. Barcelona, Dec. 2016.

If you are using pieces of the posted code, please cite the above paper.

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