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08/02/2023
Simulation-based inference using surjective sequential neural likelihood estimation
We present Surjective Sequential Neural Likelihood (SSNL) estimation, a ...
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01/28/2022
Learning Summary Statistics for Bayesian Inference with Autoencoders
For stochastic models with intractable likelihood functions, approximate...
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10/07/2019
Accelerating Bayesian inference in hydrological modeling with a mechanistic emulator
As in many fields of dynamic modeling, the long runtime of hydrological ...
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09/17/2015