A list
containing datasets for various scenarios of HIMA. Each dataset contains a phenotype
data frame and a high-dimension mediator data matrix. The datasets are simulated using parameters generated
from real datasets. The code used to generate the data can be found in "/inst/script" folder of the source package.
himaDat
A list of example datasets for HIMA demo and testing.
-->> Example dataset 1 for HIMA: Continuous outcome
<<--
treated (value = 1) or not treated (value = 0)
outcome of the treatment- a normally distributed continuous variable
female (value = 1) or male (value = 0)
Age of the participant
-->> Example dataset 2 for HIMA: Binary outcome
<<--
treated (value = 1) or not treated (value = 0)
diseased (value = 1) or healthy (value = 0)
female (value = 1) or male (value = 0)
Age of the participant
-->> Example dataset 3 for HIMA: Survival data outcome
<<--
treated (value = 1) or not treated (value = 0)
Status indicator: dead (value = 1) or alive (value = 0)
time to event
female (value = 1) or male (value = 0)
Age of the participant
-->> Example dataset 4 for HIMA: Compositional mediator (e.g., microbiome)
<<--
treated (value = 1) or not treated (value = 0)
outcome of the treatment- a normally distributed continuous variable
female (value = 1) or male (value = 0)
Age of the participant
-->> Example dataset 5 for HIMA: High-dimensional quantile mediation analysis
<<--
treated (value = 1) or not treated (value = 0)
outcome of the treatment- abnormally distributed continuous variable
female (value = 1) or male (value = 0)
Age of the participant
An object of class list
of length 5.