208 citations
- M. Ammi7
- Maxime De Bois2 profiles7 · h 1
- Mounîm A. El-Yacoubi6 · h 23
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- Institut Polytechnique de ParisFR60 papers
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- Services répartis, Architectures, MOdélisation, Validation, Administration des RéseauxFR16 papers
- Institut Mines-TélécomFR10 papers
- Télécom ParisFR9 papers
- Laboratoire Traitement et Communication de l’InformationFR8 papers
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4 papers · 2 filters
Prediction-Coherent LSTM-based Recurrent Neural Network for Safer Glucose Predictions in Diabetic People
Maxime De Bois, Mounîm A. El Yacoubi, Mehdi Ammi
In the context of time-series forecasting, we propose a LSTM-based recurrent neural network architecture and loss function that enhance the stability of the predictions. In particu…
GLYFE: Review and Benchmark of Personalized Glucose Predictive Models in Type-1 Diabetes
Maxime De Bois, Mehdi Ammi, Mounîm A. El Yacoubi
Due to the sensitive nature of diabetes-related data, preventing them from being shared between studies, progress in the field of glucose prediction is hard to assess. To address t…
End-to-end deep metamodeling to calibrate and optimize energy loads
Max Cohen, Maurice Charbit, Sylvain Le Corff +2
In this paper, we propose a new end-to-end methodology to optimize the energy performance and the comfort, air quality and hygiene of large buildings. A metamodel based on a Transf…
Influence of Modeling Methods on the Estimation of the Nonlinear Noise Statistics Considering Joint PMD and Kerr Effects in Fiber Transmission Systems
Sina Fazel, Djalal-Falih Bendimerad, Nicola Rossi +2
In the recent context of Software Defined Optical Network, the fast and accurate Quality of Transmission (QoT) estimation of the transmission link is essential. Gaussian Noise mode…