13 citations · 14 across the 6 of their papers we have counts for
6 papers
A Kernel Two-Sample Test Invariant under Group Action with Applications to Functional Data
Madison Giacofci, Anouar Meynaoui, Alex Podgorny
We introduce a kernel-based two-sample test for comparing probability distributions up to group actions. Our construction yields invariant kernels for locally compact -compact g…
Identifiability of total effects from abstractions of time series causal graphs
Charles K. Assaad, Emilie Devijver, Eric Gaussier +2
We study the problem of identifiability of the total effect of an intervention from observational time series in the situation, common in practice, where one only has access to abs…
Second-level global sensitivity analysis of numerical simulators with application to an accident scenario in a sodium-cooled fast reactor
Anouar Meynaoui, Amandine Marrel, Béatrice Laurent
Numerical simulators are widely used to model physical phenomena and global sensitivity analysis (GSA) aims at studying the global impact of the input uncertainties on the simulato…
Adaptive nonparametric estimation in the functional linear model with functional output
Gaëlle Chagny, Anouar Meynaoui, Angelina Roche
In this paper, we consider a functional linear regression model, where both the covariate and the response variable are functional random variables. We address the problem of optim…
New statistical methodology for second level global sensitivity analysis
Anouar Meynaoui, Amandine Marrel, Béatrice Laurent
Global sensitivity analysis (GSA) of numerical simulators aims at studying the global impact of the input uncertainties on the output. To perform the GSA, statistical tools based o…
Adaptive test of independence based on HSIC measures
Mélisande Albert, Béatrice Laurent, Amandine Marrel +1
Dependence measures based on reproducing kernel Hilbert spaces, also known as Hilbert-Schmidt Independence Criterion and denoted HSIC, are widely used to statistically decide wheth…