Deep learning for EEG-based Motor Imagery classification: Accuracy-cost trade-off
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DOI: 10.1371/journal.pone.0234178
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- Leigh R. Hochberg & Mijail D. Serruya & Gerhard M. Friehs & Jon A. Mukand & Maryam Saleh & Abraham H. Caplan & Almut Branner & David Chen & Richard D. Penn & John P. Donoghue, 2006. "Neuronal ensemble control of prosthetic devices by a human with tetraplegia," Nature, Nature, vol. 442(7099), pages 164-171, July.
- Ali Oghabian & Sami Kilpinen & Sampsa Hautaniemi & Elena Czeizler, 2014. "Biclustering Methods: Biological Relevance and Application in Gene Expression Analysis," PLOS ONE, Public Library of Science, vol. 9(3), pages 1-10, March.
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