# Learning dynamical systems from data: A simple cross-validation perspective, part I: Parametric kernel flows

> Research article (Physica D Nonlinear Phenomena, 2021) · cited 77× · AI/ML

**Wikidata**: [openalex:W3128400532](https://www.wikidata.org/wiki/openalex:W3128400532)  
**Source**: https://4ort.xyz/entity/learning-dynamical-systems-from-data-a-simple-cross-validation-perspective-part-i-parametric-kernel-flows