3 papers
cs.HC2026
Quasi-Linear ICA for Motor Unit Decomposition during Dynamic Contractions
Alexander Kenneth Clarke, Dimitrios Halatsis, Agnese Grison +6
Decomposing surface electromyography (EMG) into the spike trains of individual motor neurons is a long-standing inverse problem and a key step toward motor-neuron-driven neural int…
q-bio.NC2025
A Biophysical-Model-Informed Source Separation Framework For EMG Decomposition
D. Halatsis, P. Mamidanna, J. Pereira +1
Recent advances in neural interfacing have enabled significant improvements in human-computer interaction, rehabilitation, and neuromuscular diagnostics. Motor unit (MU) decomposit…
cs.LG2025
Spatial Adaptation Layer: Interpretable Domain Adaptation For Biosignal Sensor Array Applications
Joao Pereira, Michael Alummoottil, Dimitrios Halatsis +1
Machine learning offers promising methods for processing signals recorded with wearable devices such as surface electromyography (sEMG) and electroencephalography (EEG). However, i…