Search Results for author: Andrea Cognolato

Found 1 papers, 1 papers with code

Nonparametric modeling of the composite effect of multiple nutrients on blood glucose dynamics

1 code implementation6 Nov 2023 Arina Odnoblyudova, Çağlar Hızlı, ST John, Andrea Cognolato, Anne Juuti, Simo Särkkä, Kirsi Pietiläinen, Pekka Marttinen

By differentiating treatment components, incorporating their dosages, and sharing statistical information across patients via a hierarchical multi-output Gaussian process, our method improves prediction accuracy over existing approaches, and allows us to interpret the different effects of carbohydrates and fat on the overall glucose response.

Cannot find the paper you are looking for? You can Submit a new open access paper.