Zheng, X., Reneman, M., Ottem, E., and Lamoth, C., Explaining deep learning models for age-related gait classification based on time series acceleration. Computers in biology and medicine, 184 (2025): 109338. https://doi.org/10.1016/j.compbiomed.2024.109338
Zheng, X., Lamoth, C., Timmerman, H., Ottem, E., and Reneman, M., Establishing central sensitization inventory cut-off Values in patients with chronic low back pain by unsupervised machine learning. Computers in biology and medicine, 178 (2024): 108739. https://doi.org/10.1016/j.compbiomed.2024.108739
Zheng, X., Wilhelm, E., Reneman, M., Ottem, E., and Lamoth, C., Age-related gait patterns classification using deep learning based on time-series data from one accelerometer. Biomedical Signal Processing and Control, 104 (2025): 107406. https://doi.org/10.1016/j.bspc.2024.107406
Zheng, X., Reneman, M., Schiphorst Preuper, R., Ottem, E., and Lamoth, C., Relationship between physical activity and central sensitization in chronic low back pain: Insights from machine learning. Computer Methods and Programs in Biomedicine, 232 (2023): 107432. https://doi.org/10.1016/j.cmpb.2023.107432
Zheng, X., Reneman, M., Echeita, J., Schiphorst Preuper, R., Kruitbosch, H., Ottem, E., and Lamoth, C., Association between central sensitization and gait in chronic low back pain: Insights from a machine learning approach. Computers in biology and medicine, 144 (2022): 105329. https://doi.org/10.1016/j.compbiomed.2022.105329
Conference/Symposium Presentation
Computer-Assisted Customized Exercise Program for Frail Older Adults in Care Homes. International Symposium of Asian Society for Adapted Physical Education and Exercise 2024, Hokkaido, Japan (Oral).
Explaining deep learning models for age-related gait classification based on time-series acceleration. ISB 2023, Fukuoka, Japan (Oral).
Deep learning for age-related gait patterns classification based on raw accelerometer signal from 3 minutes walking. ISPGR 2023, Brisbane, Australia (Oral).
Physical activity patterns of patients with chronic low back pain and central sensitization: insights from a machine learning method. BME 2023, Egmond aan Zee, The Netherlands (Oral).
Effects of level of central sensitization on physical activity patterns in chronic low back pain: insights from a machine learning approach. ISPGR 2022, Online (Oral).
Exploring effects of central sensitization on gait in chronic low back pain by using machine learning approach. ICAMPAM 2022, Online (Oral).
Classification of patients with chronic low back pain and high or low central sensitization by gait outcomes using machine learning methods. BME 2021, Online (Oral).
Establishing central sensitization inventory cutoff-scores in chronic low back pain population by deep learning. PA!N Congres 2021, Online (Oral).
Exploring effects of central sensitization on gait in chronic low back pain by machine learning. PA!N Congres 2021, Online (Oral).
Physical activity levels of patients with chronic low back pain and central sensitization: insights from a machine learning method. ICAMPAM 2021, Online (Oral)
Selected Honours and Awards
Postdoctoral Fellowship Scheme, Research Committee, The Chinese University of Hong Kong, 2024/25
Research Fellowship Scheme, Research Committee, The Chinese University of Hong Kong, 2024/25
Gold Medal, Salon International des Inventions de Gen`eve, 2025, zurich, Switzerland – Mass customization of lightweight, breathable hip protectors for older adults via automated inverse design and 3D printing
