Search Results for author: Nicolas Loiseau

Found 2 papers, 2 papers with code

Subgroup analysis methods for time-to-event outcomes in heterogeneous randomized controlled trials

1 code implementation • 22 Jan 2024 • Valentine Perrin, Nathan Noiry, Nicolas Loiseau, Alex Nowak

Identifying such heterogeneous treatment effects is key for precision medicine and many post-hoc analysis methods have been developed for that purpose.

Benchmarking Synthetic Data Generation

Paper
Code

FedECA: A Federated External Control Arm Method for Causal Inference with Time-To-Event Data in Distributed Settings

1 code implementation • 28 Nov 2023 • Jean Ogier du Terrail, Quentin Klopfenstein, Honghao Li, Imke Mayer, Nicolas Loiseau, Mohammad Hallal, Michael Debouver, Thibault Camalon, Thibault Fouqueray, Jorge Arellano Castro, Zahia Yanes, Laetitia Dahan, Julien Taïeb, Pierre Laurent-Puig, Jean-Baptiste Bachet, Shulin Zhao, Remy Nicolle, Jérome Cros, Daniel Gonzalez, Robert Carreras-Torres, Adelaida Garcia Velasco, Kawther Abdilleh, Sudheer Doss, Félix Balazard, Mathieu Andreux

External control arms (ECA) can inform the early clinical development of experimental drugs and provide efficacy evidence for regulatory approval.

Causal Inference Federated Learning

Paper
Code

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