Entropy-guided robust feature domain adaptation for electroencephalogram-based cross-dataset drowsiness recognition

• Published in: Engineering applications of artificial intelligence Vol. 137; p. 109153
• Main Authors: Yuan, Liqiang, Cui, Jian, Li, Ruilin, Zheng, Zhong, Siyal, Mohammed Yakoob, Yi, Zhengkun
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.11.2024
• Subjects: Cross-dataset driver drowsiness recognition; Electroencephalogram; Entropy minimization; Transfer learning; Unsupervised domain adaptation; Unsupervised domain adaptation; Electroencephalogram; Transfer learning; Cross-dataset driver drowsiness recognition; Entropy minimization

To accurately identify driver drowsiness using Electroencephalogram (EEG), a significant amount of time is typically required to gather data from either the same subject or multiple subjects under the same experimental condition. The prolonged period required for data collection impedes the practica...