Publications

Preprints

M. E. Levine, A. M. Stuart; A Framework for Machine Learning of Model Error in Dynamical Systems
[Preprint]

J. A. Carrillo, F. Hoffmann, A. M. Stuart, U. Vaes; Consensus Based Sampling
[Preprint]

N. Kovachki, B. Liu, X. Sun, H. Zhou, K. Bhattacharya, M. Ortiz, A. Stuart; Multiscale Modeling of Materials: Computing, Data Science, Uncertainty and Goal-oriented Optimization
[Preprint]

A. B. Duncan, A. M. Stuart, M.-T. Wolfram; Ensemble Inference Methods for Models With Noisy and Expensive Likelihoods
[Preprint]

Y. Chen, B. Hosseini, H. Owhadi, A. M. Stuart; Solving and Learning Nonlinear PDEs with Gaussian Processes
[Preprint]

B. Liu, N. Kovachki, Z. Li, K. Azizzadenesheli, A. Anandkumar, A. Stuart, K. Bhattacharya; A Learning-based Multiscale Method and its Application to Inelastic Impact Problems
[Preprint]

D. Z. Huang, T. Schneider, A. M. Stuart; Unscented Kalman Inversion
[Preprint]

G. A. Pavliotis, A. M. Stuart, U. Vaes; Derivative-free Bayesian Inversion Using Multiscale Dynamics
[Preprint]

A. Abdulle, G. Garegnani, G. A. Pavliotis, A. M. Stuart, A. Zanoni; Drift Estimation of Multiscale Diffusions Based on Filtered Data
[Preprint]

O. R. A. Dunbar, A. Garbuno-Inigo, T. Schneider, A. M. Stuart; Calibration and Uncertainty Quantification of Convective Parameters in an Idealized GCM
[Preprint]

A. L. Bertozzi, B. Hosseini, H. Li, K. Miller, A. M. Stuart; Posterior Consistency of Semi-Supervised Regression on Graphs
[Preprint]

T. Schneider, A. M. Stuart, J.-L. Wu; Imposing Sparsity Within Ensemble Kalman Inversion
[Preprint]

Y. Chen, H. Owhadi, A. M. Stuart; Consistency of Empirical Bayes And Kernel Flow For Hierarchical Parameter Estimation
[Preprint]

N. H. Nelsen, A. M. Stuart; The Random Feature Model for Input-Output Maps between Banach Spaces
[Preprint]

T. Schneider, A. M. Stuart, J.-L. Wu; Learning Stochastic Closures Using Ensemble Kalman Inversion
[Preprint]

D. J. Albers, M. E. Levine, M. Sirlanci, A. M. Stuart; A Simple Modeling Framework For Prediction In The Human Glucose-Insulin System
[Preprint]

F. Hoffmann, B. Hosseini, A. A. Oberai, A. M. Stuart; Spectral Analysis Of Weighted Laplacians Arising In Data Clustering
[Preprint]

V. Chen, M. M. Dunlop, O. Papaspiliopoulos, A. M. Stuart; Robust MCMC Sampling with Non-Gaussian and Hierarchical Priors in High Dimensions
[Preprint]