Dimension Reduction Forests: Local Variable Importance Using Structured Random Forests

Joshua Daniel Loyal, Ruoqing Zhu, Yifan Cui, Xin Zhang

Abstract: Random forests are one of the most popular machine learning methods due to their accuracy and variable importance assessment. However, random forests only provide variable importance in a global se...