Hypothesis testing with decision trees#

Examples demonstrating how to use decision-trees for statistical hypothesis testing.

Co-MIGHT when Data Exhibits Conditional Independence

Co-MIGHT when Data Exhibits Conditional Independence

Compute partial AUC using Mutual Information for Genuine Hypothesis Testing (MIGHT)

Compute partial AUC using Mutual Information for Genuine Hypothesis Testing (MIGHT)

Compute partial AUC using multi-view MIGHT (MV-MIGHT)

Compute partial AUC using multi-view MIGHT (MV-MIGHT)

Demonstrate Conditional Mutual Information for Genuine Hypothesis Testing (Co-MIGHT)

Demonstrate Conditional Mutual Information for Genuine Hypothesis Testing (Co-MIGHT)

Mutual Information for Genuine Hypothesis Testing (MIGHT)

Mutual Information for Genuine Hypothesis Testing (MIGHT)

Mutual Information for Genuine Hypothesis Testing (MIGHT) with Imbalanced Data

Mutual Information for Genuine Hypothesis Testing (MIGHT) with Imbalanced Data