# Effect of dataset representation bias on generalizability of machine learning models in predicting flexural properties of ultra-high-performance concrete (UHPC) beams

> Research article (Engineering Structures, 2024) · cited 10× · AI/ML

**Wikidata**: [openalex:W4405580458](https://www.wikidata.org/wiki/openalex:W4405580458)  
**Source**: https://4ort.xyz/entity/effect-of-dataset-representation-bias-on-generalizability-of-machine-learning-models-in-predicting-flexural-properties-o