Domain Adaptation

EEG

Towards Practical Emotion Recognition: An Unsupervised Source-Free Approach for EEG Domain Adaptation

EEG-based emotion recognition systems face significant challenges when deployed across different domains due to limited labeled data and individual signal variability. We introduce …

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EEG

Enhanced Cross-Dataset Electroencephalogram-Based Emotion Recognition Using Unsupervised Domain Adaptation

We propose an enhanced unsupervised domain adaptation framework for EEG-based emotion recognition that achieves robust cross-dataset generalization without requiring target-domain …

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ECG

Cross-Database and Cross-Channel Electrocardiogram Arrhythmia Heartbeat Classification Based on Unsupervised Domain Adaptation

We present an unsupervised domain adaptation approach for ECG arrhythmia classification that generalizes across different databases and lead configurations without requiring …

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