Feature selection and dimensionality reduction: An extensive comparison in hand gesture classification by sEMG in eight channels armband approach

•Comparison between dimensionality reduction and feature selection approaches.•Optimized processing for hand gesture classification by sEMG signals.•Some techniques were not yet used to sEMG and classification (e.g. LMNN).•Presenting the best feature sets for classifier for sEMG armband device.