Activities

Adaptation

Design and implementation of algorithms based on statistical machine learning which adapt to non-stationarities occuring in online feature-extractions.

Blackboxing

Development of an easy to use, state-of-the-art Matlab toolbox for online brain-computer interfacing.

Decombining ERD

Examining the components of the event-related desynchronization occuring in the planning, execution and stopping of movements.

Error-Responses

Analysis and classification of patterns resulting from self-induced and machine-induced errors.

Feedback-Theory

Optimization of feedback methods used for training and online sessions.

Multiclass BCI

Definition and realization of a machine learning based BCI for controlling a system with multi-class commands and a high usability.

Non-Stationarities

Investigation and definition of causes for non-stationarities in a highly controlled experimental design.

Workload-Detection

Defining and evaluating an algorithm for online workload detection usable in real-world scenarios.