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05/16/2020
Curating a COVID-19 data repository and forecasting county-level death counts in the United States
As the COVID-19 outbreak continues to evolve, accurate forecasting conti...
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06/26/2019
A Debiased MDI Feature Importance Measure for Random Forests
Tree ensembles such as Random Forests have achieved impressive empirical...
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01/23/2019
Three principles of data science: predictability, computability, and stability (PCS)
We propose the predictability, computability, and stability (PCS) framew...
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01/14/2019
Interpretable machine learning: definitions, methods, and applications
Machine-learning models have demonstrated great success in learning comp...
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10/16/2018
Refining interaction search through signed iterative Random Forests
Advances in supervised learning have enabled accurate prediction in biol...
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12/08/2017
Artificial Intelligence and Statistics
Artificial intelligence (AI) is intrinsically data-driven. It calls for ...
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06/26/2017