Independence Tests

This section includes conditional tests of independence. These tests are used in many constraint-based learning algorithms such as PC, MMPC, MMHC and DMMHC.

Abstract classes

Concrete classes

Bibliography

CMIknn

Runge, J. (2018). Conditional independence testing based on a nearest-neighbor estimator of conditional mutual information. International Conference on Artificial Intelligence and Statistics, AISTATS 2018, 84, 938–947.

RCoT

Strobl, E. V., Zhang, K., & Visweswaran, S. (2019). Approximate kernel-based conditional independence tests for fast non-parametric causal discovery. Journal of Causal Inference, 7(1).