truthG: truthG

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

truthG

Description

A function to generate an estimate of g0n and g1n that is equal to g00 and g10 plus an error term. The function is written for compatibility with the drinf.tmle function, i.e., as though it were a SuperLearner wrapper. If newX is two columns, returns g0n, if four columns, returns g1n.

Usage

truthG(Y, X, newX, family, obsWeights, b = 0.5, b0 = 1, r = -1/4,
  cons = 2, ...)

Arguments

Y	The outcome
X	The predictors
newX	The prediction frame
family	Not used, just for compatibility
obsWeights	Not used, just for compatibility
b	Interaction coefficient for L01 and L11
b0	The intercept
r	The exponent of the rate at which error goes to zero as function of n.
cons	The constant in front of the rate (default = 1)

Value

A list with predictions equal to truth + error

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