papers
Publications (5)
cs.AI2017
Building Data-driven Models with Microstructural Images: Generalization and Interpretability
Julia Ling, Maxwell Hutchinson, Erin Antono +3
stat.ML2017
High-Dimensional Materials and Process Optimization using Data-driven Experimental Design with Well-Calibrated Uncertainty Estimates
Julia Ling, Max Hutchinson, Erin Antono +2
cond-mat.mtrl-sci2017
Robust FCC solute diffusion predictions from ab-initio machine learning methods
Henry Wu, Aren Lorenson, Ben Anderson +4
cond-mat.mtrl-sci2016
A recommendation engine for suggesting unexpected thermoelectric chemistries
Michael W. Gaultois, Anton O. Oliynyk, Arthur Mar +3
cs.LG2017
Overcoming data scarcity with transfer learning
Maxwell L. Hutchinson, Erin Antono, Brenna M. Gibbons +3