106 citations
- Cornell UniversityUS15 papers
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- Blue Marble Space Institute of ScienceUS2 papers
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- Center for the Advancement of Science in SpaceUS2 papers
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stat.ML2021★ 106 cited
S-LIME: Stabilized-LIME for Model Explanation
Zhengze Zhou, Giles Hooker, Fei Wang
An increasing number of machine learning models have been deployed in domains with high stakes such as finance and healthcare. Despite their superior performances, many models are…
stat.ML2020★ 17 cited
Adversarial Infidelity Learning for Model Interpretation
Jian Liang, Bing Bai, Yuren Cao +2
Model interpretation is essential in data mining and knowledge discovery. It can help understand the intrinsic model working mechanism and check if the model has undesired characte…