/AWS-IF-interpretability

Primary LanguageJupyter NotebookMIT LicenseMIT

Why, hello there!

This is the supporting notebook for the research paper — Why Are You Weird? Infusing Interpretability in Isolation Forest for Anomaly Detection

Both commented code of the experiments and the results are reproduced at full in the AWS_demo notebook.

Since this is the first release of the implementation of the Assist-Based Weighting Scheme (AWS), which powers our model-specific local explanation method for the Isolation Forest learner, we welcome all constructive feedback and suggestions.