# The extraction of early warning features for predicting financial distress based on XGBoost model and shap framework

> Research article (International Journal of Financial Engineering, 2021) · cited 15× · AI/ML

**Wikidata**: [openalex:W3173266013](https://www.wikidata.org/wiki/openalex:W3173266013)  
**Source**: https://4ort.xyz/entity/the-extraction-of-early-warning-features-for-predicting-financial-distress-based-on-xgboost-model-and-shap-framework