This function cleans the structure of correlations by setting to 0 the coefficients in the sub-regressions that are associated to a p-value below the "pvalmin" threshold.
cleanZtest(Z = Z, X = X, pvalmin = 0.05, global = FALSE, bonferroni = FALSE)
Z | the binary matrix describing the sub-regression structure (as given by the "structureFinder" function). |
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X | the dataset on which we have the sub-regression structure Z. |
pvalmin | the threshold on coefficients p-valuesto clean the structure. |
global | boolean. If TRUE the threshold is only on the F statistic for each sub-regression, not on each coefficients. So it will only remove entire sub-regressions. |
bonferroni | boolean to use bonferroni correction on the pvalmin parameter to avoid multiple testing issues. |