Publications

Ruda Zhang, Simon Mak, David Dunson (2021). Gaussian Process Subspace Regression for Model Reduction.

Preprint PDF Code Project Slides Award

Ruda Zhang (2020). Flow Surrogate of Computer Models.

Ruda Zhang, Rodrigo Duran (2020). Manifold Surrogate of Computer Models.

Ruda Zhang (2020). Accelerated Subspace-constrained Mean Shift.

Ruda Zhang, Roger Ghanem (2020). Manifold Scaffold Sampling.

Ruda Zhang, Roger Ghanem (2020). Kernel Density Estimation and Sampling on Riemmanian Submanifolds.

Ruda Zhang (2020). Newton Retraction as Approximate Geodesics on Submanifolds.

Ruda Zhang, Roger Ghanem (2020). Normal-bundle Bootstrap. SIMODS.

PDF Code Project Slides Video DOI

Ruda Zhang, Roger Ghanem (2018). Drivers Learn City-scale Dynamic Equilibrium. IEEE T-ITS.

PDF Dataset Project DOI

Ruda Zhang, Roger Ghanem (2018). Demand, Supply and Performance of Street-Hail Taxi. IEEE T-ITS.

PDF Dataset Project DOI

Ruda Zhang, Patrick Wingo, Rodrigo Duran, Matthew Kahn, Kelly Rose, Jennifer Bauer, Roger Ghanem (2018). Environmental Economics and Uncertainty: Review and a Machine Learning Outlook. Oxford Research Encyclopedia of Environmental Science.

PDF Project DOI