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).