research
∙
07/15/2022
Algorithms to estimate Shapley value feature attributions
Feature attributions based on the Shapley value are popular for explaini...
share
research
∙
04/30/2021
Explaining a Series of Models by Propagating Local Feature Attributions
Pipelines involving a series of several machine learning models (e.g., s...
research
∙
05/11/2019
Explainable AI for Trees: From Local Explanations to Global Understanding
Tree-based machine learning models such as random forests, decision tree...
research
∙
02/12/2018
Consistent Individualized Feature Attribution for Tree Ensembles
Interpreting predictions from tree ensemble methods such as gradient boo...
research
∙
12/02/2017
Anesthesiologist-level forecasting of hypoxemia with only SpO2 data using deep learning
We use a deep learning model trained only on a patient's blood oxygenati...
research
∙
06/19/2017
