SimulatedData {NVCSSL} | R Documentation |
Simulated data for illustration
Description
This is a simulated dataset for illustration. It contains a total of N=436
observations at irregularly spaced time points for n=50
subjects. There are p=100
covariates.
Usage
data(SimulatedData)
Details
This simulated dataset contains N=436
observations for n=50
subjects, with p=100
covariates. The first column y
gives the response variables, the second column t
gives the observation times, the third column id
gives the unique IDs for each of the 50 subjects, and columns 4-103 (x1
, ..., x100
) give the covariate values.
This synthetic dataset is a slight modification from Experiment 2 in Section 5.1 of Bai et al. (2023). We use p=100
for illustration, instead of p=500
as in the paper.
References
Bai, R., Boland, M. R., and Chen, Y. (2023). "Scalable high-dimensional Bayesian varying coefficient models with unknown within-subject covariance." arXiv pre-print arXiv:1907.06477.