longke

Nonparametric Predictive Model for Sparse and Irregular Longitudinal Data

CRAN Package

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.

  • Version0.1.0
  • R versionunknown
  • LicenseGPL-3
  • Needs compilation?No
  • Last release07/07/2023

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  • Imports6 packages