88 citations · 132 across the 6 of their papers we have counts for
3 papers · 1 filter
Higher order tensor decomposition for proportional myoelectric control based on muscle synergies
Ahmed Ebied, Eli Kinney-Lang, Javier Escudero
Muscle synergies have recently been utilised in myoelectric control systems. Thus far, all proposed synergy-based systems rely on matrix factorisation methods. However, this is lim…
Evaluation of matrix factorisation approaches for muscle synergy extraction
Ahmed Ebied, Eli Kinney-Lang, Loukianos Spyrou +1
The muscle synergy concept provides a widely-accepted paradigm to break down the complexity of motor control. In order to identify the synergies, different matrix factorisation tec…
Muscle Activity Analysis using Higher-Order Tensor Models: Application to Muscle Synergy Identification
Ahmed Ebied, Eli Kinney-lang, Loukianos Spyrou +1
Higher-order tensor decompositions have hardly been used in muscle activity analysis despite multichannel electromyography (EMG) datasets naturally occurring as multi-way structure…