Muscle artifacts in single trial EEG data distinguish patients with Parkinson's disease from healthy individuals. - Jonathan Weyhenmeyer; Manuel E. Hernandez; Claudia Lainscsek; Terrence J. Sejnowski; Howard Poizner (EMBC, 2014)

Delay Differential Analysis of Electroencephalographic Data. - Claudia Lainscsek; Manuel E. Hernandez; Howard Poizner; Terrence J. Sejnowski (Neural Comput., 2015)

Virtual reality applications in assessing the effect of anxiety on sensorimotor integration in human postural control. - Christopher Widdowson; Jatin Ganhotra; Mohammed Faizal; Marissa Wilko; Saurin Parikh; Zainulabidin Adhami; Manuel E. Hernandez (EMBC, 2016)

Virtual Reality, Visual Cliffs, and Movement Disorders. - Rachneet Kaur; Xun Lin; Alexander Layton; Manuel E. Hernandez; Richard B. Sowers (EMBC, 2018)

Neuromechanical Simulation of Hand Pronation and Supination Task in Parkinson's disease. - Liran Ziegelman; Yang Hu; Manuel E. Hernandez (EMBC, 2018)

Using Virtual Reality to Examine the Correlation between Balance Function and Anxiety in Stance. - Rongyi Sun; Rachneet Kaur; Liran Ziegelman; Shuo Yang; Richard B. Sowers; Manuel E. Hernandez (BIBM, 2019)

Exploring Characteristic Features in Gait Patterns for Predicting Multiple Sclerosis. - Rachneet Kaur; Sanjana Menon; Xiaomiao Zhang; Richard B. Sowers; Manuel E. Hernandez (EMBC, 2019)

Using Virtual Reality to Examine the Neural and Physiological Responses to Height and Perturbations in Quiet Standing. - Rachneet Kaur; Rongyi Sun; Liran Ziegelman; Richard B. Sowers; Manuel E. Hernandez (EMBC, 2019)

Using Virtual Reality to Examine the Neural and Physiological Anxiety-Related Responses to Balance-Demanding Target-Reaching Leaning Tasks. - Rachneet Kaur; Rongyi Sun; Liran Ziegelman; Richard B. Sowers; Manuel E. Hernandez (Humanoids, 2019)

Multimodal classification of Parkinson's disease using delay differential analysis. - Jonathan Weyhenmeyer; Manuel E. Hernandez; Claudia Lainscsek; Howard Poizner; Terrence J. Sejnowski (BIBM, 2020)

Exploration of Machine Learning to Identify Community Dwelling Older Adults with Balance Dysfunction Using Short Duration Accelerometer Data. - Yang Hu; Alka Bishnoi; Rachneet Kaur; Richard B. Sowers; Manuel E. Hernandez (EMBC, 2020)

Automatic Identification of Brain Independent Components in Electroencephalography Data Collected while Standing in a Virtually Immersive Environment - A Deep Learning-Based Approach. - Rachneet Kaur; Maxim Korolkov; Manuel E. Hernandez; Richard B. Sowers (EMBC, 2020)

Evaluation of Machine Learning Models for Classifying Upper Extremity Exercises Using Inertial Measurement Unit-Based Kinematic Data. - Andrew Hua; Pratik Chaudhari; Nicole Johnson; Joshua Quinton; Bruce R. Schatz; David Buchner; Manuel E. Hernandez (IEEE J. Biomed. Health Informatics, 2020)

Feasibility of VR Technology in Eliciting State Anxiety Changes While Walking in Older Women. - Liran Ziegelman; Abdulrahman Alkurdi; Yang Hu; Alka Bishnoi; Rachneet Kaur; Richard B. Sowers; Elizabeth T. Hsiao-Wecksler; Manuel E. Hernandez (EMBC, 2021)

Designing a closed loop system to achieve real-time evaluation and manipulation of state anxiety while walking in virtual reality. - Siwen Wang; Ryu Okubo; Gekai Liao; Conrad Ku; Richard B. Sowers; Manuel E. Hernandez (NER, 2021)

Predicting Multiple Sclerosis From Gait Dynamics Using an Instrumented Treadmill: A Machine Learning Approach. - Rachneet Kaur; Zizhang Chen; Robert W. Motl; Manuel E. Hernandez; Richard B. Sowers (IEEE Trans. Biomed. Eng., 2021)

Online classifier of AMICA model to evaluate state anxiety while standing in virtual reality. - Gekai Liao; Siwen Wang; Zijing Wei; Bohan Liu; Ryu Okubo; Manuel E. Hernandez (EMBC, 2022)

A Deep Learning Approach for Grading of Motor Impairment Severity in Parkinson's Disease. - Prithvi Prakash; Rachneet Kaur; Joshua Levy; Richard B. Sowers; James R. Brasic; Manuel E. Hernandez (EMBC, 2023)

Classification of fall risk across the lifespan using gait derived features from a wearable device. - Grainger Sasso; Lingxiao Mou; Manuel E. Hernandez (EMBC, 2023)

A Vision-Based Framework for Predicting Multiple Sclerosis and Parkinson's Disease Gait Dysfunctions - A Deep Learning Approach. - Rachneet Kaur; Robert W. Motl; Richard B. Sowers; Manuel E. Hernandez (IEEE J. Biomed. Health Informatics, 2023)

Deep Learning for Multiple Sclerosis Differentiation Using Multi-Stride Dynamics in Gait. - Rachneet Kaur; Joshua Levy; Robert W. Motl; Richard B. Sowers; Manuel E. Hernandez (IEEE Trans. Biomed. Eng., 2023)

A Deep Learning Approach for Automatic and Objective Grading of the Motor Impairment Severity in Parkinson's Disease for Use in Tele-Assessments. - Mehar Singh; Prithvi Prakash; Rachneet Kaur; Richard B. Sowers; James Robert Brasic; Manuel Enrique Hernandez (Sensors, 2023)

Physical, Social and Cognitive Stressor Identification using Electrocardiography-derived Features and Machine Learning from a Wearable Device. - Maxine He; Jonathan Cerna; Abdulrahman Alkurdi; Ayse Dogan; Jennifer Zhao; Jean L. Clore; Richard B. Sowers; Elizabeth T. Hsiao-Wecksler; Manuel E. Hernandez (EMBC, 2024)

Application of a Neural ODE to Classify Motion Control Strategy using EEG. - Liran Ziegelman; Manuel E. Hernandez (EMBC, 2024)

Tai Chi Expertise Classification in Older Adults Using Wrist Wearables and Machine Learning. - Yang Hu; Mengyue Huang; Jonathan Cerna; Rachneet Kaur; Manuel E. Hernandez (Sensors, 2024)

Editorial for the Special Issue on Sensors and Wearable Technologies in Sports Biomechanics. - Yih-Kuen Jan; Chi-Wen Lung; Ben-Yi Liau; Manuel E. Hernandez (Sensors, 2024)

Continuous Heart Rate Recovery Monitoring With ECG Signals From Wearables: Identifying Risk Groups in the General Population. - Ayse Dogan; Alka Bishnoi; Richard B. Sowers; Manuel E. Hernandez (IEEE J. Biomed. Health Informatics, 2025)