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20102026
most citedFast Covariance Estimation for High-dimensional Functional Data

101 citations · 230 across the 12 of their papers we have counts for

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Showing 2016Show all

2 papers · 1 filter

stat.ME2016

Simple fixed-effects inference for complex functional models

So Young Park, Ana-Maria Staicu, Luo Xiao +1

We propose simple inferential approaches for the fixed effects in complex functional mixed effects models. We estimate the fixed effects under the independence of functional residu…

stat.ME2016

Fast Covariance Estimation for Sparse Functional Data

Luo Xiao, Cai Li, William Checkley +1

Smoothing of noisy sample covariances is an important component in functional data analysis. We propose a novel covariance smoothing method based on penalized splines and associate…