Heather E. Williams - Publications

Efficient Multi-Positioned Training for Regression-Based Myoelectric Control: Exploring Transformer Models with Transfer Learning.

Journal: IEEE ... International Conference on Rehabilitation Robotics : [proceedings]

Published: July 11, 2025

From zero- to few-shot: deep temporal learning of wrist EMG enables scalable cross-user gesture recognition.

Journal: Journal of neural engineering

Published: June 09, 2025

Exploring the impact of myoelectric prosthesis controllers on visuomotor behavior.

Journal: Journal of neuroengineering and rehabilitation

Published: November 06, 2024

A Case Series in Position-Aware Myoelectric Prosthesis Control Using Recurrent Convolutional Neural Network Classification with Transfer Learning.

Journal: IEEE ... International Conference on Rehabilitation Robotics : [proceedings]

Published: November 09, 2023

A multifaceted suite of metrics for comparative myoelectric prosthesis controller research.

Journal: PloS one

Published: August 24, 2023

Composite Recurrent Convolutional Neural Networks Offer a Position-Aware Prosthesis Control Alternative While Balancing Predictive Accuracy with Training Burden.

Journal: IEEE ... International Conference on Rehabilitation Robotics : [proceedings]

Published: September 30, 2022

Development and Validation of a Closed-Loop Functional Electrical Stimulation-Based Controller for Gait Rehabilitation Using a Finite State Machine Model.

Journal: IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society

Published: June 16, 2022

Recurrent Convolutional Neural Networks as an Approach to Position-Aware Myoelectric Prosthesis Control.

Journal: IEEE transactions on bio-medical engineering

Published: January 05, 2022

Neurorobotic fusion of prosthetic touch, kinesthesia, and movement in bionic upper limbs promotes intrinsic brain behaviors.

Journal: Science robotics

Published: September 13, 2021

Myoelectric prosthesis users and non-disabled individuals wearing a simulated prosthesis exhibit similar compensatory movement strategies.

Journal: Journal of neuroengineering and rehabilitation

Published: December 14, 2020

Hand Function Kinematics when using a Simulated Myoelectric Prosthesis.

Journal: IEEE ... International Conference on Rehabilitation Robotics : [proceedings]

Published: August 04, 2019

Gaze and Movement Assessment (GaMA): Inter-site validation of a visuomotor upper limb functional protocol.

Journal: PloS one

Published: June 15, 2019