Generate Poisson data with latent structure
Usage
gen_data_pois(
n,
p,
delta = 3,
prop_imp = 0.1,
rho = 0.5,
block_size = 10,
type = "discrete",
sigma = 0
)Arguments
- n
Number of observations
- p
Number of features
- delta
Effect size parameter
- prop_imp
Proportion of important features (default: 0.1)
- rho
AR(1) correlation parameter (default: 0.5)
- block_size
Size of correlation blocks (default: 10)
- type
Type of latent variable: "discrete" (binary) or "continuous" (default: "discrete")
- sigma
Additional noise standard deviation (default: 0)