275 citations
- Centre National de la Recherche ScientifiqueFR28 papers
- Sorbonne UniversitéFR26 papers
- Université Paris CitéFR21 papers
- Laboratoire Analyse, Géométrie et ApplicationsFR11 papers
- Université Sorbonne Paris NordFR11 papers
- Institut Polytechnique de ParisFR10 papers
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- Laboratoire de Physique Nucléaire et de Hautes ÉnergiesFR5 papers
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q-bio.QM2020★ 6 cited
Integration of Clinical Criteria into the Training of Deep Models: Application to Glucose Prediction for Diabetic People
Maxime De Bois, Mounîm A. El Yacoubi, Mehdi Ammi
Standard objective functions used during the training of neural-network-based predictive models do not consider clinical criteria, leading to models that are not necessarily clinic…
q-bio.QM2020★ 6 cited
Model Fusion to Enhance the Clinical Acceptability of Long-Term Glucose Predictions
Maxime De Bois, Mounîm A. El Yacoubi, Mehdi Ammi
This paper presents the Derivatives Combination Predictor (DCP), a novel model fusion algorithm for making long-term glucose predictions for diabetic people. First, using the histo…
q-bio.QM2020★ 13 cited
Study of Short-Term Personalized Glucose Predictive Models on Type-1 Diabetic Children
Maxime De Bois, Mounîm A. El Yacoubi, Mehdi Ammi
Research in diabetes, especially when it comes to building data-driven models to forecast future glucose values, is hindered by the sensitive nature of the data. Because researcher…