Zheng, X., Reneman, M., Ottem, E., and Lamoth, C., Explaining deep learning models for age-related gait classification based on time series acceleration. Preprint https://doi.org/10.48550/arXiv.2311.12089
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. Preprint https://doi.org/10.48550/arXiv.2311.11862
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. Preprint: https://doi.org/10.36227/techrxiv.22643314.v1
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
Wu, Y, Chen, P., Gu, F., Zheng, X., Shang, J., HTrack: An efficient heading- aided map matching for indoor localization and tracking. IEEE Sensors Journal, 19.8 (2019): 3100-3110. https://doi.org/10.1109/JSEN.2019.2891313
Conference/Symposium Presentation
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).