## Detection and Classification of Reaching and Grasping Motions for Brain-Computer Interface Applications

Student thesis: Master thesis (including HD thesis)

Results: The results showed it was possible to detect both reaching and grasping movements with an average true positive rate (TPR) of respectively 90.63\% $\pm$ 18.43\% (mean $\pm$ standard deviation) and 84.72\% $\pm$ 21.76\% across seven subjects. The classification accuracy for reaching and grasping based on two subjects which participated in session two were an average of 74.82\% $\pm$ 11.44\% across both subjects.