Muscle Activity Analysis Using Higher-Order Tensor Decomposition: Application to Muscle Synergy Extraction

Muscle Activity Analysis Using Higher-Order Tensor Decomposition: Application to Muscle Synergy Extraction

Higher order tensor decompositions have hardly been used in muscle activity analysis despite multichannel electromyography (EMG) datasets naturally occurring as multi-way structures. Here, we seek to demonstrate and discuss the potential of tensor decompositions as a framework to estimate muscle syn...

Full description

Bibliographic Details
Main Authors: Ahmed Ebied, Eli Kinney-Lang, Loukianos Spyrou, Javier Escudero
Format: Article
Language:English
Published: IEEE 2019-01-01
Series:IEEE Access
Subjects:
Muscle synergy
NMF
PARAFAC
shared synergies
task-specific synergies
tensor decomposition
Online Access:https://ieeexplore.ieee.org/document/8654610/

Internet

https://ieeexplore.ieee.org/document/8654610/

Similar Items