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Amortized Localized Posterior Inference for Model Calibration with Application to an Ocean Turbulence Closure

Ngarti, Exaucé Luweh Adjim et al.
arXiv (All) · Papers
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artificial-intelligencemachine-learning
Model discrepancy may prevent a single calibration parameter from reproducing a physical response across the context domain. In addition, uncertainties in observations and contexts affect calibration and must be accounted for and quantified. We construct a family of localized posteriors by weighting
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