SimDataLst: A list of data from K=20 sites

In ellenxtan/ifedtree: Tree-based Federated Learning Approach for Personalized Effect Estimation and Prediction

A list of data from K=20 sites

Description

A list of data from K=20 sites where odd sites and even sites form two distinct groups. Each data contains information of site index, subject index, treatment assignment, covariates, true treatment effect, outcome.

Usage

SimDataLst

Format

A list contains 20 data tables. Each data contains 100 rows and 10 variables.

SimDataLst

A list contains 20 data tables

S

Site index (for each data table within 'SimDataLst')

idx

subject index (for each data table within 'SimDataLst')

Z

Binary treatment assignment (for each data table within 'SimDataLst')

X1 - X5

Covariates (for each data table within 'SimDataLst')

tau

True treatment effect (for each data table within 'SimDataLst')

Y

Outcome (for each data table within 'SimDataLst')

Details

Obtained by the following codes:
coord_id <- 1
K <- 20
SimDataLst <- list()
for (k in 1:K) {
tmpdf <- GenSimData(k)
SimDataLst[[k]] <- tmpdf
}

ellenxtan/ifedtree documentation built on March 28, 2023, 9:09 a.m.