Guang Zhao

Multi-objective Bayesian materials discovery: Application on the discovery of precipitation strengthened NiTi shape memory alloys through micromechanical modeling

Dimitris C. Lagoudas, Xiaoning Qian, Shahin Boluki, 2018, Materials & Design.

Uncertainty-aware Active Learning for Optimal Bayesian Classifier

Edward R. Dougherty, Xiaoning Qian, Byung-Jun Yoon, 2021, ICLR.

Experiment Design Frameworks for Accelerated Discovery of Targeted Materials Across Scales

Dimitris C. Lagoudas, Edward R. Dougherty, Shahin Boluki, 2019, Front. Mater..

Fast Exact Computation of Expected HyperVolume Improvement pdf

Xiaoning Qian, Guang Zhao, Raymundo Arroyave, 2018, ArXiv.

Model-Based Robust Filtering and Experimental Design for Stochastic Differential Equation Systems

Edward R. Dougherty, Xiaoning Qian, Byung-Jun Yoon, 2020, IEEE Transactions on Signal Processing.

Bayesian Active Learning by Soft Mean Objective Cost of Uncertainty

Edward R. Dougherty, Xiaoning Qian, Byung-Jun Yoon, 2021, AISTATS.

Efficient Active Learning for Gaussian Process Classification by Error Reduction

Francis J. Alexander, E. Dougherty, Xiaoning Qian, 2021, NeurIPS.