Related work
A variety of machine learning strategies has been followed over the years in the context of myocontrol (cf. [The following features and transformations have proven well in the context of pattern-recognition-based myoelectric control (cf. [kNN-based gesture detection in EMG control applications, sorted by year, in studies compared with other classifiers and their accuracies. A review of classification techniques for forearm prostheses is given in [The following subsections particularly summarize the utilization of the kNN learning scheme in the same context, as well as applicable data reduction techniques.