hidimstat.permutation_test_pval

hidimstat.permutation_test_pval(weights, weights_distribution)

Compute p-value from permutation test

Parameters:

weightsndarray, shape (n_features,)

The weights of the original model.

weights_distributionndarray, shape (n_permutations, n_features)

The distribution of the weights of the model obtained by shuffling

Returns:

pval_corrndarray, shape (n_features,)

p-value corrected for multiple testing, with numerically accurate values for positive effects (ie., for p-value close to zero).

one_minus_pval_corrndarray, shape (n_features,)

One minus the corrected p-value, with numerically accurate values for negative effects (ie., for p-value close to one).