Nonequilibrium statistical mechanics and optimal prediction of partially-observed complex systems

Only a subset of degrees of freedom are typically accessible or measurable in real-world systems. As a consequence, the proper setting for empirical modeling is that of partially-observed systems. Notably, data-driven models consistently outperform physics-based models for systems with few observabl...

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Bibliographic Details
Main Authors: Adam Rupe, Velimir V Vesselinov, James P Crutchfield
Format: Article
Language:English
Published: IOP Publishing 2022-01-01
Series:New Journal of Physics
Subjects:
Online Access:https://doi.org/10.1088/1367-2630/ac95b7