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05/26/2022
Learning black- and gray-box chemotactic PDEs/closures from agent based Monte Carlo simulation data
We propose a machine learning framework for the data-driven discovery of...
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10/23/2021
Multi-armed Bandit Algorithm against Strategic Replication
We consider a multi-armed bandit problem in which a set of arms is regis...
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09/12/2019
Coarse-scale PDEs from fine-scale observations via machine learning
Complex spatiotemporal dynamics of physicochemical processes are often m...
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12/16/2018