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Characterizing Markov process dynamics from trajectory data
Presenter
- Jonathan Weare
April 23, 2020
ICERM
Extreme event probability estimation using large-deviation theory and PDE-constrained optimization, with application to tsunamis
Presenter
- Georg Stadler
April 23, 2020
ICERM
Output-weighted optimal sampling for Bayesian regression and rare event statistics using few samples
Presenter
- Themistoklis Sapsis
April 23, 2020
ICERM
Transport and Multilevel Approaches for Large-Scale PDE-Constrained Bayesian Inference
Presenter
- Robert Scheichl
April 23, 2020
ICERM
Optimal experimental design for the quantification of model uncertainty
Presenter
- Karen Veroy-Grepl
April 22, 2020
ICERM
Understanding and mitigating gradient flow pathologies in physics-informed neural networks
Presenter
- Paris Perdikaris
April 21, 2020
ICERM
From Fourier to Koopman - Spectral Methods for Long-term Time Series Prediction
Presenter
- J. Nathan Kutz
April 20, 2020
ICERM
Welcome and Fast Discovery of Pairwise Interactions in High Dimensions using Bayes
Presenter
- Tamara Broderick
April 20, 2020
ICERM
Generative Modeling by Estimating Gradients of the Data Distribution
Presenter
- Stefano Ermon
April 15, 2020
IAS
Sensor Selection for Bayesian Inverse Problems and Data Assimilation via Dimension Reduction
Presenter
- Nicole Nellesen
March 26, 2020
ICERM
