19 citations · 20 across the 2 of their papers we have counts for
2 papers
stat.ME2013★ 1 cited
Penalized Split Criteria for Interpretable Trees
Alex Goldstein, Andreas Buja
This paper describes techniques for growing classification and regression trees designed to induce visually interpretable trees. This is achieved by penalizing splits that extend t…
stat.AP2013★ 19 cited
Peeking Inside the Black Box: Visualizing Statistical Learning with Plots of Individual Conditional Expectation
Alex Goldstein, Adam Kapelner, Justin Bleich +1
This article presents Individual Conditional Expectation (ICE) plots, a tool for visualizing the model estimated by any supervised learning algorithm. Classical partial dependence…