A biosignal acquisition system for transmitting context commands based on sensed biosignals is disclosed. The biosignal acquisition system may include a computer, a biosensor and a biosignal acquisition device. The biosensor may be configured to be in contact with a scalp of an individual. The biosignal acquisition device may be operably coupled to the biosensor and configured to amplify signals received by the biosensor and communicate the amplified signal to the computer. The computer may be configured to receive the amplified signals from the biosignal acquisition device, generate a feature matrix based on the amplified signals, identify a brain switch associated with each feature in the feature matrix, predict the probability that a classifier is associated with the brain switch of each feature, and fit the classifier based on the feature matrix.
SYSTEMS AND METHODS FOR REAL-TIME NEURAL COMMAND CLASSIFICATION AND TASK EXECUTION