# Obey validity limits of data-driven models through topological data analysis and one-class classification

> Research article (Optimization and Engineering, 2021) · cited 53× · AI/ML

**Wikidata**: [openalex:W3163196550](https://www.wikidata.org/wiki/openalex:W3163196550)  
**Source**: https://4ort.xyz/entity/obey-validity-limits-of-data-driven-models-through-topological-data-analysis-and-one-class-classification