RuleExplorer: A Scalable Matrix Visualization for Understanding Tree Ensemble Classifiers

Zhen Li, Weikai Yang, Jun Yuan +6

The high performance of tree ensemble classifiers benefits from a large set of rules, which, in turn, makes the models hard to understand. To improve interpretability, existing met…