Explainable probabilistic deep learning framework for seismic assessment of structures using distribution‐free prediction intervals

Greedy function approximation: A gradient boosting machine.

Jerome H. Friedman · The Annals of Statistics · 2001 · 29K citations · Full text

Computing, Computer Science, Mathematics +17

Simple and Scalable Predictive Uncertainty Estimation using Deep\n Ensembles

Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell · arXiv (Cornell University) · 2016 · 3K citations · Full text

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Peeking Inside the Black Box: Visualizing Statistical Learning With Plots of Individual Conditional Expectation

Alex Goldstein, Adam Kapelner, Justin Bleich et al. · Journal of Computational and Graphical Statistics · 2014 · 1.8K citations · Full text

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OpenSees: A Framework for Earthquake Engineering Simulation

Frank McKenna · Computing in Science & Engineering · 2011 · 1.3K citations

Engineering, Civil Engineering, Computational Engineering +17

Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles

Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell · arXiv (Cornell University) · 2016 · 731 citations · Full text

Computing, Computer Science, Machine Learning +13