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Jinyu Xie
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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
1372020
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
1082014
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
552018
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
492016
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
172015
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
162015
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
142019
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
112016
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
102019
Closed-loop identification for plants under model predictive control
A Esmaili, J Li, J Xie, JD Isom
Control Engineering Practice 72, 206-218, 2018
72018
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
72017
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
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