longke-package

<p>This package contains the function for fitting nonparametric predictive model for sparse and
irregular longitudinal data</p>

The proposed method aims at predicting the longitudinal mean response trajectory by a
kernel-based estimator. The kernel estimator is constructed by imposing weights based on
subject-wise similarity on L2 metric space between predictor trajectories as well as time proximity.
Users could also perform variable selections to derive functional predictors with predictive significance
by the proposed multiplicative model with multivariate Gaussian kernels.

Shixuan Wang 

longke

Nonparametric Predictive Model for Sparse and Irregular
Longitudinal Data

Seonjin Kim 

Hyunkeun Cho 

Won Chang 

longke-package function

Nonparametric predictive model for sparse and irregular longitudinal data — longke-package

Nonparametric predictive model for sparse and irregular longitudinal data

longke-package: Nonparametric predictive model for sparse and irregular longitudinal data

Description

Arguments

References