12 citations · 28 across the 15 of their papers we have counts for
18 papers
Faster Learning under Relaxed Local Differential Privacy
Cristina Butucea, Huiyun Tang, Marie-Luce Taupin
We consider density estimation under the relaxed local differential privacy condition that the privatized distributions are -close in total variation distance. We show that addi…
A model-free Screening procedure
J Dedecker, M L Taupin, A S Tocquet
In this article, we propose a generic screening method for selecting explanatory variables correlated with the response variable Y . We make no assumptions about the existence of a…
Asymptotic confidence interval for R2 in multiple linear regression
J Dedecker, Odelia Guedj, Marie-Luce Taupin
Following White's approach of robust multiple linear regression, we give asymptotic confidence intervals for the multiple correlation coefficient R2 under minimal moment conditions…
Risk upper bounds for RKHS ridge group sparse estimator in the regression model with non-Gaussian and non-bounded error
Halaleh Kamari, Sylvie Huet, Marie-Luce Taupin
We consider the problem of estimating a meta-model of an unknown regression model with non-Gaussian and non-bounded error. The meta-model belongs to a reproducing kernel Hilbert sp…
RKHSMetaMod: An R package to estimate the Hoeffding decomposition of a complex model by solving RKHS ridge group sparse optimization problem
Halaleh Kamari, Sylvie Huet, Marie-Luce Taupin
In this paper, we propose an R package, called RKHSMetaMod, that implements a procedure for estimating a meta-model of a complex model. The meta-model approximates the Hoeffding de…
Sensitivity analysis of spatio-temporal models describing nitrogen transfers, transformations and losses at the landscape scale
Jordi Ferrer Savall, Damien Franqueville, Pierre Barbillon +5
Modelling complex systems such as agroecosystems often requires the quantification of a large number of input factors. Sensitivity analyses are useful to determine the appropriate…