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20112024
most citedQuantifying Uncertainty in Random Forests via Confidence Intervals and Hypothesis Tests

151 citations · 692 across the 40 of their papers we have counts for

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5 papers · 1 filter

math.ST2018★ 1 cited

Asymptotic Properties for Methods Combining Minimum Hellinger Distance Estimates and Bayesian Nonparametric Density Estimates

Yuefeng Wu, Giles Hooker

In frequentist inference, minimizing the Hellinger distance between a kernel density estimate and a parametric family produces estimators that are both robust to outliers and stati…

math.ST2018★ 4 cited

Local Quadratic Estimation of the Curvature in a Functional Single Index Model

Zi Ye, Giles Hooker

The nonlinear effects of environmental variability on species abundance plays an important role in the maintenance of ecological diversity. Nonetheless, many common models use para…

math.ST2014★ 5 cited

Functional Principal Components Analysis of Spatially Correlated Data

Chong Liu, Surajit Ray, Giles Hooker

This paper focuses on the analysis of spatially correlated functional data. The between-curve correlation is modeled by correlating functional principal component scores of the fun…

math.ST2013

On the Identifiability of the Functional Convolution Model

Giles Hooker

This report details conditions under which the Functional Convolution Model described in \citet{AHG13} can be identified from Ordinary Least Squares estimates without either dimens…

math.ST2013★ 5 cited

Consistency, efficiency and robustness of conditional disparity methods

Giles Hooker

This paper considers extensions of minimum-disparity estimators to the problem of estimating parameters in a regression model that is conditionally specified; that is where a param…