Conditional Independence Tests

Testers

class conditional_independence.ci_tests.ci_tester.CI_Tester

class conditional_independence.ci_tests.ci_tester.MemoizedCI_Tester(ci_test: CI_Test, suffstat: Dict, track_times=False, detailed=False, **kwargs)

class conditional_independence.ci_tests.ci_tester.PlainCI_Tester(ci_test: CI_Test, suffstat: Dict, **kwargs)

Parametric Tests

partial_correlation_suffstat(samples[, invert])	Return the sufficient statistics for partial correlation testing.
partial_correlation_test(suffstat, i, j[, …])	Test the null hypothesis that i and j are conditionally independent given cond_set.
compute_partial_correlation(suffstat, i, j)	Compute the partial correlation between i and j given cond_set.

Non-Parametric Tests

hsic_test(suffstat, i, j[, cond_set, alpha])	Test for (conditional) independence using the Hilbert-Schmidt Information Criterion.
kci_test(suffstat, i, j[, cond_set, width, …])	TODO