Machine learning

Investigating Feature Set Decisions for Mental State Decoding in Virtual Reality Based Learning Environments
Brain-Computer Interfaces (BCIs) combined with Virtual Reality (VR) enable the development of user-aware systems for individualized …
Katharina Lingelbach, Daniel Diers, Michael Bui, Mathias Vukelic
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Towards User-Aware VR Learning Environments: Combining Brain-Computer Interfaces with Virtual Reality for Mental State Decoding
User-aware adaptive systems can greatly benefit from brain-computer interface (BCI) technologies. BCIs allow continuous monitoring of …
Katharina Lingelbach, Daniel Diers, Mathias Vukelic
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Temporal Decoding of Emotion and Workload from Fixation-Related EEG Recordings
Electroencephalographic (EEG) recordings allow to capture temporal activation patterns associated with the current level of workload or …
M.Sc. Katharina Lingelbach, Daniela Piechnik, Anne-Marie Brouwer, Ivo Stuldreher, Mathias Vukelic
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Temporal Decoding of Emotion and Workload from Fixation-Related EEG Recordings