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07/15/2022
Algorithms to estimate Shapley value feature attributions
Feature attributions based on the Shapley value are popular for explaini...
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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...
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05/11/2019
Explainable AI for Trees: From Local Explanations to Global Understanding
Tree-based machine learning models such as random forests, decision tree...
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02/12/2018
Consistent Individualized Feature Attribution for Tree Ensembles
Interpreting predictions from tree ensemble methods such as gradient boo...
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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...
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06/19/2017