400 citations · 2.8k across the 49 of their papers we have counts for
4 papers · 1 filter
Single and multiple index functional regression models with nonparametric link
Dong Chen, Peter Hall, Hans-Georg Müller
Fully nonparametric methods for regression from functional data have poor accuracy from a statistical viewpoint, reflecting the fact that their convergence rates are slower than no…
Methodology and theory for partial least squares applied to functional data
Aurore Delaigle, Peter Hall
The partial least squares procedure was originally developed to estimate the slope parameter in multivariate parametric models. More recently it has gained popularity in the functi…
Nonparametric regression with homogeneous group testing data
Aurore Delaigle, Peter Hall
We introduce new nonparametric predictors for homogeneous pooled data in the context of group testing for rare abnormalities and show that they achieve optimal rates of convergence…
Asymptotic normality and valid inference for Gaussian variational approximation
Peter Hall, Tung Pham, M. P. Wand +1
We derive the precise asymptotic distributional behavior of Gaussian variational approximate estimators of the parameters in a single-predictor Poisson mixed model. These results a…