A Gaussian-process regression with a physics-derived likelihood infers effective forces from Langevin time traces without binning, including credible intervals and joint inference of friction.
Nonequilibrium Statistical Mechanics; Oxford University Press, 2001
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Inferring effective forces for Langevin dynamics using Gaussian processes
A Gaussian-process regression with a physics-derived likelihood infers effective forces from Langevin time traces without binning, including credible intervals and joint inference of friction.