# Designing topological data to forecast bankruptcy using convolutional neural networks

> Research article (Annals of Operations Research, 2022) · cited 18× · AI/ML

**Wikidata**: [openalex:W4283397490](https://www.wikidata.org/wiki/openalex:W4283397490)  
**Source**: https://4ort.xyz/entity/designing-topological-data-to-forecast-bankruptcy-using-convolutional-neural-networks