210 citations · 232 across the 11 of their papers we have counts for
13 papers
Stein-like Estimators for Causal Mediation Analysis in Randomized Trials
Cedric E. Ginestet, Richard Emsley, Sabine Landau
Causal mediation analysis aims to estimate the natural direct and indirect effects under clearly specified assumptions. Traditional mediation analysis based on Ordinary Least Squar…
Convex Combination of Ordinary Least Squares and Two-stage Least Squares Estimators
Cedric E. Ginestet, Richard Emsley, Sabine Landau
In the presence of confounders, the ordinary least squares (OLS) estimator is known to be biased. This problem can be remedied by using the two-stage least squares (TSLS) estimator…
Hypothesis Testing For Network Data in Functional Neuroimaging
Cedric E. Ginestet, Jun Li, Prakash Balachandran +2
In recent years, it has become common practice in neuroscience to use networks to summarize relational information in a set of measurements, typically assumed to be reflective of e…
Percolation under Noise: Detecting Explosive Percolation Using the Second Largest Component
Wes Viles, Cedric E. Ginestet, Ariana Tang +2
We consider the problem of distinguishing classical (Erdős-Rényi) percolation from explosive (Achlioptas) percolation, under noise. A statistical model of percolation is constructe…
Statistical Network Analysis for Functional MRI: Summary Networks and Group Comparisons
Cedric E. Ginestet, Arnaud P. Fournel, Andrew Simmons
Comparing weighted networks in neuroscience is hard, because the topological properties of a given network are necessarily dependent on the number of edges of that network. This pr…
Group Analysis of Self-organizing Maps based on Functional MRI using Restricted Frechet Means
Arnaud P. Fournel, Emanuelle Reynaud, Michael J. Brammer +2
Studies of functional MRI data are increasingly concerned with the estimation of differences in spatio-temporal networks across groups of subjects or experimental conditions. Unsup…