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03/02/2023
Bayesian Posterior Perturbation Analysis with Integral Probability Metrics
In recent years, Bayesian inference in large-scale inverse problems foun...
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09/22/2021
Epidemic Management and Control Through Risk-Dependent Individual Contact Interventions
Testing, contact tracing, and isolation (TTI) is an epidemic management ...
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12/24/2020
Calibration and Uncertainty Quantification of Convective Parameters in an Idealized GCM
Parameters in climate models are usually calibrated manually, exploiting...
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04/16/2020
History matching with probabilistic emulators and active learning
The scientific understanding of real-world processes has dramatically im...
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01/10/2020
Calibrate, Emulate, Sample
Many parameter estimation problems arising in applications are best cast...
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12/05/2019