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.
Fundamentals of Statistical and Thermal Physics; Waveland Press, 2009
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
physics.bio-ph 1years
2019 1verdicts
CONDITIONAL 1representative citing papers
citing papers explorer
-
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.