Description Usage Arguments Value
Target the iterated regressions
1 2 3 4 5 6 7 8 9 10 11 12 13 14 | target_Qbarbar(
Qbar,
Qbarbar,
Y,
A,
a,
a_star,
gn,
M1,
M2,
all_mediator_values,
max_iter,
tol = 1/(sqrt(length(Y)) * log(length(Y)))
)
|
Qbar |
Outcome regression estimates |
Qbarbar |
Iterated mean estimates |
Y |
A vector of continuous or binary outcomes. |
A |
A vector of binary treatment assignment (assumed to be equal to 0 or 1). |
a |
The label for the treatment. The effects estimates returned pertain
to estimation of interventional effects of |
a_star |
The label for the treatment. The effects estimates returned pertain
to estimation of interventional effects of |
gn |
Power users may wish to pass in their own properly formatted list of the
propensity score so that
nuisance parameters can be fitted outside of |
M1 |
A |
M2 |
A |
all_mediator_values |
All combinations of M1 and M2 |
max_iter |
The maximum number of iterations for the TMLE |
tol |
The tolerance for stopping the iterative targeting procedure. |
A list containing all outcome regression evaluations needed for downstream calculations.
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