Inverse Problems: Algorithms, Analysis and Applications
Feb 6-7, 2020
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Program |
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Thursday, February 6, 2020 (Day 1) |
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Talks will take place in Millikan Board Room. Lunch will take place in the Avery Residence's Dining Hall. ☆ map ☆ |
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| 8:30 am | check-in and breakfast (25 min) | ||||
| 8:55 am | Andrew Stuart, Caltech | Welcome | |||
| 9:00 am | Youssef M. Marzouk, Massachusetts Institute of Technology | Transport Methods: From Data Assimilation to Approximate Bayesian Computation | Slides | ||
| 10:00 am | Marie-Therese Wolfram, University of Warwick | Modeling and Calibration in PDE Models for Pedestrian Dynamics | Slides | ||
| 10:40 am | break (40 min) | ||||
| 11:20 am | Harini Veeraraghavan, Memorial Sloan Kettering Cancer Center | Unsupervised Cross-Domain Deep Distillation Learning in Medical Image Analysis | Slides | ||
| 12:00 pm | Jean-Charles Croix, University of Sussex | Non-Parametric Bayesian Inference of Non-Degenerate Diffusions on Bounded Domains | Slides | ||
| 12:40 pm | lunch (1 hour 20 minutes) | ||||
| 2:00 pm | Tan Bui-Thanh, University of Texas at Austin | A Data-Consistent Approach to Statistical Inverse Problems | Slides | ||
| 3:00 pm | Bamdad Hosseini, Caltech | Consistency of Semi-Supervised Learning Algorithms on Graphs | Slides | ||
| 3:40 pm | break (40 min) | ||||
| 4:20 pm | Aretha Teckentrup, University of Edinburgh | Convergence of Gaussian Process Emulator with Estimated Hyper-Parameters | Slides | ||
| 5:00 pm | Andrew Duncan, Imperial College & The Alan Turing Institute | On the Geometry of Stein Variational Gradient Descent | Slides | ||
| 5:40 pm | day finished | ||||
Friday, February 7, 2020 (Day 2) |
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| Talks will take place in Millikan Board Room. Lunch will take place in the Avery Residence's Dining Hall. ☆ map ☆ |
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| 8:30 am | breakfast (30 min) | ||||
| 9:00 am | Francois Monard, UC, Santa Cruz | Bayesian Methods for Abelian and Non-Abelian X-ray Transforms | Slides | ||
| 10:00 am | Tapio Helin, LUT University | MAP Estimators for Non-Parametric Bayesian Inverse Problems | Slides | ||
| 10:40 am | break (40 min) | ||||
| 11:20 am | Franca Hoffmann, Caltech | Kalman-Wasserstein Gradient Flows | Slides | ||
| 12:00 pm | Alfredo Garbuno-Inigo, Caltech | Uncertainty Quantification for Expensive Models | Slides | ||
| 12:40 pm | lunch (1 hour 20 minutes) | ||||
| 2:00 pm | Nawaf Bou-Rabee, Rutgers University | Two-Scale Coupling for Preconditioned Hamiltonian Monte Carlo in Infinite Dimensions | Slides | ||
| 3:00 pm | day finished | ||||