input: Input of Simulation Study

In LindaNab/simexvsmecor: Comparison of Simex and Mecor for Measurement Error Correction

Description

A dataset containing the 23 scenarios that are used to input the simulation study. The data generating mechanisms used in this study are:
age ~ N(32, 25)
blood_pressure|age ~ N(120 + γ age, ω^2)
blood_pressure_star|blood_pressure ~ N(blood_pressure, τ^2)
creatinine|blood_pressure,age ~ N(30 + 0.2 blood_pressure + 0.2 age, σ^2)

Usage

input

Format

A data frame with 23 rows and 10 variables:

scen_no

scenario no.

nobs

number of observations (sample size)

gamma

γ

omega_sq

ω^2

nrep

number of replicates

tau_sq

τ^2

sigma_sq

σ^2

beta

estimand

reliability

Var(blood_pressure) / Var(blood_pressure_star)

r_squared

1 - Var(creatinine|blood_pressure, age) / Var(creatinine)

attenuation

Var(blood_pressure|age) / Var(blood_pressure_star|age)

confounding

0.2 E[age|blood_pressure]

Examples

data("input", package = "simexvsmecor")

LindaNab/simexvsmecor documentation built on Dec. 17, 2021, 1:09 a.m.