Published in the Journal of Open Source Software, skedm is an implementation of empirical dynamic modeling with the familiar api of scikit-learn.
A docker based project layout for deploying scikit-learn models as an API endpoint.
Chaos: An Interdisciplinary Journal of Nonlinear Science
Methods in nonlinear time series forecasting and genetic programming applied to these data corroborate that coastal morphology at these scales is predominately driven by nonlinear internal dynamics, which partially mask external forcing signatures. PDF
The Journal of Open Source Software
This python package implements nonlinear time series analysis techniques, also referred to as empirical dynamic modeling, based on many of the workflows and routines within TISEAN (Hegger and Schreiber 1999) and (Ye et al. 2017).
The Royal Society
Here, we adjust spatial forecasting to handle discrete data and apply a nonlinear forecasting technique to explore the ubiquity of nonlinear determinism in irregular spatial configurations of coral and algal taxa from Palmyra Atoll, a relatively pristine reef in the central Pacific Ocean. PDF