dot-generate.ps: Generate Sample Participation Probabilities

In NUstat/generalizeR: Design a Sample Recruitment Plan and Assess Its 'Generalizability' to Broader Populations

Generate Sample Participation Probabilities

Description

This function is designed for use within 'weighting()' and 'assess()'.

Usage

.generate.ps(data, sample_indicator, covariates, estimation_method)

Arguments

data	data frame comprised of "stacked" sample and target population data
sample_indicator	variable name denoting sample membership (1 = in sample, 0 = out of sample)
covariates	vector of covariate names in data set that predict sample membership
estimation_method	method to estimate the probability of sample membership. Default is logistic regression ("lr").Other methods supported are Random Forests ("rf") and Lasso ("lasso")

Value

sample participation probabilities for each unit in the data frame

NUstat/generalizeR documentation built on Feb. 7, 2024, 6:39 p.m.