English

kramersmoyal: Kramers--Moyal coefficients for stochastic processes

Computational Physics 2019-12-23 v1 Adaptation and Self-Organizing Systems

Abstract

kramersmoyal is a python library to extract the Kramers--Moyal coefficients from timeseries of any dimension and to any desired order. This package employs a non-parametric Nadaraya--Watson estimator, i.e., kernel-density estimators, to retrieve the drift, diffusion, and higher-order moments of stochastic timeseries of any dimension.

Cite

@article{arxiv.1912.09737,
  title  = {kramersmoyal: Kramers--Moyal coefficients for stochastic processes},
  author = {Leonardo Rydin Gorjão and Francisco Meirinhos},
  journal= {arXiv preprint arXiv:1912.09737},
  year   = {2019}
}

Comments

5 pages, 3 figures, software link

R2 v1 2026-06-23T12:52:13.522Z