Search Results for author: Ahmed Attia

Found 2 papers, 0 papers with code

Stochastic Learning Approach to Binary Optimization for Optimal Design of Experiments

no code implementations15 Jan 2021 Ahmed Attia, Sven Leyffer, Todd Munson

We present a novel stochastic approach to binary optimization for optimal experimental design (OED) for Bayesian inverse problems governed by mathematical models such as partial differential equations.

Experimental Design reinforcement-learning +1

A Machine Learning Approach to Adaptive Covariance Localization

no code implementations2 Jan 2018 Azam Moosavi, Ahmed Attia, Adrian Sandu

In typical weather forecasting applications, the model state space has dimension $10^{9}-10^{12}$, while the ensemble size typically ranges between $30-100$ members.

BIG-bench Machine Learning Weather Forecasting

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