activity
20182021
most citedGeomstats: A Python Package for Riemannian Geometry in Machine Learning

96 citations · 97 across the 3 of their papers we have counts for

collaborators

7 papers

stat.AP2021

Statistical Modeling for Practical Pooled Testing During the COVID-19 Pandemic

Saskia Comess, Hannah Wang, Susan Holmes +1

Pooled testing offers an efficient solution to the unprecedented testing demands of the COVID-19 pandemic, although with potentially lower sensitivity and increased costs to implem…

stat.AP2020

A Bayesian Hierarchical Network for Combining Heterogeneous Data Sources in Medical Diagnoses

Claire Donnat, Nina Miolane, Freddy Bunbury +1

Computer-Aided Diagnosis has shown stellar performance in providing accurate medical diagnoses across multiple testing modalities (medical images, electrophysiological signals, etc…

cs.LG202096 cited

Geomstats: A Python Package for Riemannian Geometry in Machine Learning

Nina Miolane, Alice Le Brigant, Johan Mathe +16

We introduce Geomstats, an open-source Python toolbox for computations and statistics on nonlinear manifolds, such as hyperbolic spaces, spaces of symmetric positive definite matri…

stat.AP2020

Modeling the Heterogeneity in COVID-19's Reproductive Number and its Impact on Predictive Scenarios

Claire Donnat, Susan Holmes

The correct evaluation of the reproductive number for COVID-19 -- which characterizes the average number of secondary cases generated by each typical primary case -- is central…

stat.AP2019

Convex Hierarchical Clustering for Graph-Structured Data

Claire Donnat, Susan Holmes

Convex clustering is a recent stable alternative to hierarchical clustering. It formulates the recovery of progressively coalescing clusters as a regularized convex problem. While…

stat.AP20191 cited

Constrained Bayesian ICA for Brain Connectome Inference

Claire Donnat, Leonardo Tozzi, Susan Holmes

Brain connectomics is a developing field in neurosciences which strives to understand cognitive processes and psychiatric diseases through the analysis of interactions between brai…