106 citations
- Aix-Marseille UniversitéFR1 paper
- Beth Israel Deaconess Medical CenterUS1 paper
- Bordeaux Population HealthFR1 paper
- Centre de recherche en Epidémiologie et Santé des PopulationsFR1 paper
- Centre Inria de SaclayFR1 paper
- École PolytechniqueFR1 paper
- GREYCFR1 paper
- Harvard UniversityUS1 paper
- Immune Deficiency FoundationUS1 paper
- InsermFR1 paper
- Institut de Mathématiques de ToulouseFR1 paper
- Institut National des Sciences Appliquées de ToulouseFR1 paper
5 papers
How can methods for classifying and clustering trajectories be used for prevention trials? An example in Alzheimer's disease area
Céline Bougel, Sébastien Déjean, Caroline Giulioli +3
Background: Clinical trials are designed to prove the efficacy of an intervention by means of model-based approaches involving parametric hypothesis testing. Issues arise when no e…
Causal thinking for decision making on Electronic Health Records: why and how
Matthieu Doutreligne, Tristan Struja, Judith Abecassis +3
Accurate predictions, as with machine learning, may not suffice to provide optimal healthcare for every patient. Indeed, prediction can be driven by shortcuts in the data, such as…
How to select predictive models for causal inference?
Matthieu Doutreligne, Gaël Varoquaux
As predictive models -- e.g., from machine learning -- give likely outcomes, they may be used to reason on the effect of an intervention, a causal-inference task. The increasing co…
Geometrical Penrose Tilings are characterized by their 1-atlas
Thomas Fernique, Victor Lutfalla
Rhombus Penrose tilings are tilings of the plane by two decorated rhombi such that the decoration match at the junction between two tiles (like in a jigsaw puzzle). In dynamical te…
Mixed models for longitudinal left-censored repeated measures
Rodolphe Thiébaut, Hélène Jacqmin-Gadda
Longitudinal studies could be complicated by left-censored repeated measures. For example, in Human Immunodeficiency Virus infection, there is a detection limit of the assay used t…