Zheng, X., Zeng, Z., S van Schooten, K., Yang, Y., Machine Learning Approach for Frailty Detection in Long-Term Care Using Accelerometer-Measured Gait and Daily Physical Activity: Model Development and Validation Study. JMIR aging, 8 (2025): e77140. https://doi.org/10.2196/77140
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
Selected 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
BioSci Student Travel Stipend, Gerontological Society of America (GSA) Conference, 2025
Postdoctoral Fellowship Scheme 2024-25 Award, Research Committee, The Chinese University of Hong Kong (CUHK), 2025-2029
Research Fellowship Scheme 2024-25 Award, Faculty of Education, CUHK, 2025-2026
Gold Medal, the International Inventions Exhibition Geneva 2025, Mass customization of lightweight and breathable hip protectors for the elderly via automated reverse design and 3D-printing. Geneva, Switzerland, 2025
