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20152026
most citedA Smooth and Locally Sparse Estimator for Functional Linear Regression via Functional SCAD Penalty

68 citations · 210 across the 41 of their papers we have counts for

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Showing 2018Show all

2 papers · 1 filter

stat.ME2018

Recovering the Underlying Trajectory from Sparse and Irregular Longitudinal Data

Yunlong Nie, Yuping Yang, JIguo Cao

In this article, we consider the problem of recovering the underlying trajectory when the longitudinal data are sparsely and irregularly observed and noise-contaminated. Such data…

stat.ME2018

Estimating Historical Functional Linear Models with a Nested Group Bridge Approach

Tianyu Guan, Zhenhua Lin, Jiguo Cao

We study a scalar-on-function historical linear regression model which assumes that the functional predictor does not influence the response when the time passes a certain cutoff p…