Examples Gallery

Visualization with Partial Dependency Plots

Visualization with Partial Dependency Plots

Conditional Feature Importance (CFI) on the wine dataset

Conditional Feature Importance (CFI) on the wine dataset

Leave-One-Covariate-Out (LOCO) feature importance with different regression models

Leave-One-Covariate-Out (LOCO) feature importance with different regression models

Distilled Conditional Randomization Test (dCRT) using Lasso vs Random Forest learners

Distilled Conditional Randomization Test (dCRT) using Lasso vs Random Forest learners

Feature Importance on diabetes dataset using cross-validation

Feature Importance on diabetes dataset using cross-validation

Conditional vs Marginal Importance on the XOR dataset

Conditional vs Marginal Importance on the XOR dataset

Variable Selection Under Model Misspecification

Variable Selection Under Model Misspecification

Knockoff aggregation

Knockoff aggregation

Conditional Randomization Test for Sparse Logistic Regression

Conditional Randomization Test for Sparse Logistic Regression

Pixel-wise inference on digit classification

Pixel-wise inference on digit classification

Support Recovery on fMRI Data

Support Recovery on fMRI Data

Controlled multiple variable selection on the Wisconsin breast cancer dataset

Controlled multiple variable selection on the Wisconsin breast cancer dataset

Measuring Individual and Group Variable Importance for Classification

Measuring Individual and Group Variable Importance for Classification

Pitfalls of Permutation Feature Importance (PFI) on the California Housing Dataset

Pitfalls of Permutation Feature Importance (PFI) on the California Housing Dataset

Ensemble Clustered Inference on 2D Data

Ensemble Clustered Inference on 2D Data