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Machine-learned metrics for predicting the likelihood of success in materials discovery



Yoolhee Kim , Edward Kim , Erin Antono , Bryce Meredig , Julia Ling

* 13 pages, 10 figures, 2 tables 

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Machine-learned metrics for predicting thelikelihood of success in materials discovery



Yoolhee Kim , Edward Kim , Erin Antono , Bryce Meredig , Julia Ling

* 13 pages, 10 figures, 2 tables 

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Assessing the Frontier: Active Learning, Model Accuracy, and Multi-objective Materials Discovery and Optimization



Zachary del Rosario , Yoolhee Kim , Matthias Rupp , Erin Antono , Julia Ling

* 19 pages, 24 figures 

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Overcoming data scarcity with transfer learning



Maxwell L. Hutchinson , Erin Antono , Brenna M. Gibbons , Sean Paradiso , Julia Ling , Bryce Meredig


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Building Data-driven Models with Microstructural Images: Generalization and Interpretability



Julia Ling , Maxwell Hutchinson , Erin Antono , Brian DeCost , Elizabeth A. Holm , Bryce Meredig


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High-Dimensional Materials and Process Optimization using Data-driven Experimental Design with Well-Calibrated Uncertainty Estimates



Julia Ling , Max Hutchinson , Erin Antono , Sean Paradiso , Bryce Meredig

* Integrating Materials and Manufacturing Innovation, (2017) 

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