2024-03-28T21:39:08Zhttps://www.tdx.cat/oai/requestoai:www.tdx.cat:10803/6673322019-07-29T08:09:02Zcom_10803_253col_10803_31763
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Blood glucose
Glucosa a la sang
Glucosa en la sangre
Type 1 diabetes
Diabetis tipus 1
Diabetes tipo 1
Machine learning
Aprenentatge automàtic
Aprendizaje automático
Postprandial hypoglycemia
Hipoglucèmia postprandial
Hipoglucemia postprandial
Insuline therapy
Teràpia amb insulina
Terapia con insulina
Forecasting models
Models de predicció
Modelos de predicción
Forecasting and decision support for type 1 diabetes insulin therapy using machine learning
[Girona] :
Universitat de Girona,
2019
Accés lliure
http://hdl.handle.net/10803/667332
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Oviedo Castillo, Silvia,
autor
1 recurs en línia (106 pàgines)
Tesi
Doctorat
Universitat de Girona. Departament d'Enginyeria Elèctrica, Electrònica i Automàtica
2019
Universitat de Girona. Departament d'Enginyeria Elèctrica, Electrònica i Automàtica
Tesis i dissertacions electròniques
Vehí, Josep,
supervisor acadèmic
Contreras Fernández-Dávila, Ivan,
supervisor acadèmic
TDX
Insulin therapy for Type 1 Diabetes (T1D) has several ramifications with different degrees of automation. The advances in sensors and monitoring devices have led to an increasing availability of data. Additionally, machine learning algorithms usage has sprung, allowing the development of models for Blood Glucose (BG) forecasting with relative ease. Nevertheless, BG forecasting is still a challenging task for prediction horizons beyond 30 min and, even more so, with missing or erroneous data, which is a common burden in the field. This thesis is devoted to generate machine learning models that forecast either BG levels using regression algorithms or postprandial hypoglycemia using classification algorithms. The application of these models range from Multiple Daily Injections (MDI) therapy up to Sensor Augmented Pump (SAP) therapy.
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