# Analysis of the Geometrical Evolution in On-the-Fly Surface-Hopping Nonadiabatic Dynamics with Machine Learning Dimensionality Reduction Approaches: Classical Multidimensional Scaling and Isometric Feature Mapping

> Research article (Journal of Chemical Theory and Computation, 2017) · cited 53× · AI/ML

**Wikidata**: [openalex:W2753746646](https://www.wikidata.org/wiki/openalex:W2753746646)  
**Source**: https://4ort.xyz/entity/analysis-of-the-geometrical-evolution-in-on-the-fly-surface-hopping-nonadiabatic-dynamics-with-machine-learning-dimensio
