Score Test via Expectation Maximization.
Performs a Score test of the null hypothesis that a subset of the regression parameters for the target outcome are zero.
ScoreBNEM( t, s, X, Z, is_zero, init = NULL, maxit = 100, eps = 1e-08, report = FALSE )
t
: Target outcome vector.s
: Surrogate outcome vector.X
: Target model matrix.Z
: Surrogate model matrix.is_zero
: Logical vector, with as many entires as columns in the target model matrix, indicating which columns have coefficient zero under the null.init
: Optional list of initial parameters for fitting the null model.maxit
: Maximum number of parameter updates.eps
: Minimum acceptable improvement in log likelihood.report
: Report model fitting progress? Default is FALSE.A numeric vector containing the score statistic, the degrees of freedom, and a p-value.
Useful links