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The Need for Interpretable Features: Motivation and Taxonomy


Feb 23, 2022
Alexandra Zytek, Ignacio Arnaldo, Dongyu Liu, Laure Berti-Equille, Kalyan Veeramachaneni

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* 11 pages, 4 figures, 2 tables 

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VBridge: Connecting the Dots Between Features, Explanations, and Data for Healthcare Models


Aug 04, 2021
Furui Cheng, Dongyu Liu, Fan Du, Yanna Lin, Alexandra Zytek, Haomin Li, Huamin Qu, Kalyan Veeramachaneni

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* Accepted to IEEE VIS 2021, To Appeal in IEEE Transactions on Visualization and Computer Graphics 

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Understanding the Usability Challenges of Machine Learning In High-Stakes Decision Making


Mar 02, 2021
Alexandra Zytek, Dongyu Liu, Rhema Vaithianathan, Kalyan Veeramachaneni

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When Does Uncertainty Matter?: Understanding the Impact of Predictive Uncertainty in ML Assisted Decision Making


Nov 13, 2020
Sean McGrath, Parth Mehta, Alexandra Zytek, Isaac Lage, Himabindu Lakkaraju

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