Benchmarking machine learning algorithms on blood glucose prediction for type I diabetes in comparison with classical time-series models J Xie, Q Wang IEEE Transactions on Biomedical Engineering 67 (11), 3101-3124, 2020 | 137 | 2020 |
Personalized state-space modeling of glucose dynamics for type 1 diabetes using continuously monitored glucose, insulin dose, and meal intake: an extended Kalman filter approach Q Wang, P Molenaar, S Harsh, K Freeman, J Xie, C Gold, M Rovine, ... Journal of diabetes science and technology 8 (2), 331-345, 2014 | 108 | 2014 |
Benchmark Machine Learning Approaches with Classical Time Series Approaches on the Blood Glucose Level Prediction Challenge. J Xie, Q Wang KDH@ IJCAI, 97-102, 2018 | 55 | 2018 |
A variable state dimension approach to meal detection and meal size estimation: in silico evaluation through basal-bolus insulin therapy for type 1 diabetes J Xie, Q Wang IEEE Transactions on Biomedical Engineering 64 (6), 1249-1260, 2016 | 49 | 2016 |
Model predictive control for type 1 diabetes based on personalized linear time-varying subject model consisting of both insulin and meal inputs: In silico evaluation Q Wang, J Xie, P Molenaar, J Ulbrecht 2015 American Control Conference (ACC), 5782-5787, 2015 | 17 | 2015 |
Meal detection and meal size estimation for type 1 diabetes treatment: A variable state dimension approach J Xie, Q Wang Dynamic Systems and Control Conference 57243, V001T15A003, 2015 | 16 | 2015 |
A personalized diet and exercise recommender system for type 1 diabetes self-management: An in silico study J Xie, Q Wang Smart Health 13, 100069, 2019 | 14 | 2019 |
A nonlinear data-driven model of glucose dynamics accounting for physical activity for type 1 diabetes: an in silico study J Xie, Q Wang Dynamic Systems and Control Conference 50695, V001T09A002, 2016 | 11 | 2016 |
A data-driven personalized model of glucose dynamics taking account of the effects of physical activity for type 1 diabetes: an in silico study J Xie, Q Wang Journal of biomechanical engineering 141 (1), 011006, 2019 | 10 | 2019 |
Closed-loop identification for plants under model predictive control A Esmaili, J Li, J Xie, JD Isom Control Engineering Practice 72, 206-218, 2018 | 7 | 2018 |
A personalized diet and exercise recommender system in minimizing clinical risk for type 1 diabetes: An in silico study J Xie, Q Wang Dynamic Systems and Control Conference 58271, V001T08A003, 2017 | 7 | 2017 |
Intelligent Artificial Pancreas Incorporated With Meal Detection System and Recommender System for Type-1 Diabetes Self-Management J Xie The Pennsylvania State University, 2017 | | 2017 |