makeData.old: makeData.old

In benkeser/drinf: Computes doubly-robust estimators and doubly-robust confidence intervals

makeData.old

Description

A function to simulate data for use in the simulation study. The function can be used to generate observed data or data from an intervened SCM; the latter is achieved via the setA option. The data are simulated as follows:

• L0.1 ~ Uniform(-4,4)

• L0.2 ~ Bernoulli(1/2)

• A0 ~ Bernoulli(expit(b0 + b*L0.1 - 2b*L0.2*L0.1))

• L1.1 ~ Uniform(-4,4)

• L1.2 ~ Bernoulli(1/2)

• A1 ~ Bernoulli(expit(2*b0 + b*L0.1 - 2*b*L0.2*L0.1 + b/2*L1.1 - b*L1.2*L1.1))

• L2 ~ Bernoulli(expit(ba*A0 + ba*A1 + b*L0.1 - 2*b*L0.2*L0.1 + b*L1.1 - 2*b*L1.2*L1.1))

Usage

makeData.old(n, b = 0.25, b0 = 1, ba = -0.25, setA = NULL)

Arguments

b	Interaction coefficient for L01 and L11
ba	The effect of each treatment on the outcome. See makeData to see how it is used.
Y	The outcome
X	The predictors
newX	The prediction frame
family	Not used, just for compatibility
obsWeights	Not used, just for compatibility
r	The exponent of the rate at which error goes to zero as function of n.

Value

A list with L0, A0, L1, A1, L2 to input into drinf.tmle.

benkeser/drinf documentation built on Oct. 22, 2023, 9:50 a.m.