# News-based sentiment: can it explain market performance before and after the Russia–Ukraine conflict?

> Research article (The Journal of Risk Finance, 2022) · cited 21× · AI/ML

**Wikidata**: [openalex:W4309470326](https://www.wikidata.org/wiki/openalex:W4309470326)  
**Source**: https://4ort.xyz/entity/news-based-sentiment-can-it-explain-market-performance-before-and-after-the-russiaukraine-conflict