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03/22/2022
TransSleep: Transitioning-aware Attention-based Deep Neural Network for Sleep Staging
Sleep staging is essential for sleep assessment and plays a vital role a...
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12/03/2021
Efficient Continuous Manifold Learning for Time Series Modeling
Modeling non-Euclidean data is drawing attention along with the unpreced...
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07/01/2020
A Novel RL-assisted Deep Learning Framework for Task-informative Signals Selection and Classification for Spontaneous BCIs
In this work, we formulate the problem of estimating and selecting task-...
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03/02/2020
Multi-Scale Neural network for EEG Representation Learning in BCI
Recent advances in deep learning have had a methodological and practical...
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10/17/2019
Toward Subject Invariant and Class Disentangled Representation in BCI via Cross-Domain Mutual Information Estimator
In recent, deep learning-based feature representation methods have shown...
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05/27/2019