Estimation of task workload from EEG data: New and current tools and perspectives

• Published in: 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society Vol. 2011; pp. 6547 - 6551
• Main Authors: Kothe, C. A., Makeig, S.
• Format: Conference Proceeding Journal Article
• Language: English
• Published: United States IEEE 01.01.2011
• Subjects: Algorithms; Artificial Intelligence; Brain models; Calibration; Cognition; Computer Simulation; Electroencephalography; Electroencephalography - methods; Estimation; Feature extraction; Humans; Learning systems; Monitoring; Neural Networks (Computer); Neurosciences; Oscillometry; Regression Analysis; Reproducibility of Results; Signal Processing, Computer-Assisted; Software

We report, as part of the EMBC meeting Cognitive State Assessment (CSA) competition 2011, an empirical comparison using robust cross-validation of the performance of eleven computational approaches to real-time electroencephalography (EEG) based mental workload monitoring on Multi-Attribute Task Bat...