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David Rudrauf

2 accepted papers

2021

Subject-Invariant Eeg Representation Learning For Emotion Recognition

ICASSP 2021accepted

The discrepancies between the distributions of the train and test data, a.k.a., domain shift, result in lower generalization for emotion recognition methods. One of the main factors contributing to these discrepancies is human variability. Domain adaptation methods are developed to alleviate the pro…

Cited by 0SourceScholar
2020

Expression-Guided EEG Representation Learning for Emotion Recognition

ICASSP 2020accepted

Learning a joint and coordinated representation between different modalities can improve multimodal emotion recognition. In this paper, we propose a deep representation learning approach for emotion recognition from electroencephalogram (EEG) signals guided by facial electromyogram (EMG) and electro…

Cited by 0SourceScholar