2 citations · 5 across the 4 of their papers we have counts for
4 papers
Spatiotemporal Besov Priors for Bayesian Inverse Problems
Shiwei Lan, Mirjeta Pasha, Shuyi Li +1
Fast development in science and technology has driven the need for proper statistical tools to capture special data features such as abrupt changes or sharp contrast. Many inverse…
Bayesian Learning via Q-Exponential Process
Shuyi Li, Michael O'Connor, Shiwei Lan
Regularization is one of the most fundamental topics in optimization, statistics and machine learning. To get sparsity in estimating a parameter , an pen…
Bayesian Spatiotemporal Modeling for Inverse Problems
Shiwei Lan, Shuyi Li, Mirjeta Pasha
Inverse problems with spatiotemporal observations are ubiquitous in scientific studies and engineering applications. In these spatiotemporal inverse problems, observed multivariate…
Scaling Up Bayesian Uncertainty Quantification for Inverse Problems using Deep Neural Networks
Shiwei Lan, Shuyi Li, Babak Shahbaba
Due to the importance of uncertainty quantification (UQ), Bayesian approach to inverse problems has recently gained popularity in applied mathematics, physics, and engineering. How…