Driver Drowsiness Estimation From EEG Signals Using Online Weighted Adaptation Regularization for Regression (OwARR)

• Published in: IEEE transactions on fuzzy systems Vol. 25; no. 6; pp. 1522 - 1535
• Main Authors: Dongrui Wu, Lawhern, Vernon J., Gordon, Stephen, Lance, Brent J., Chin-Teng Lin
• Format: Journal Article
• Language: English
• Published: New York IEEE 01.12.2017; The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
• Subjects: Adaptation; Algorithms; Brain; Brain modeling; Brain–computer interface; Calibration; Computer simulation; Data transfer (computers); domain adaptation (DA); Driver fatigue; EEG; Electroencephalography; ensemble learning; Estimation; Frequency selective surfaces; Fuzzy sets; fuzzy sets (FSs); Machine learning; Probability distribution; Regression analysis; Regularization; Robustness; transfer learning (TL)

One big challenge that hinders the transition of brain-computer interfaces (BCIs) from laboratory settings to real-life applications is the availability of high-performance and robust learning algorithms that can effectively handle individual differences, i.e., algorithms that can be applied to a ne...