# Solution gas-oil ratio estimation using histogram gradient boosting regression, machine learning, and mathematical models: a comparative analysis

> Research article (Energy Sources Part A Recovery Utilization and Environmental Effects, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4389145042](https://www.wikidata.org/wiki/openalex:W4389145042)  
**Source**: https://4ort.xyz/entity/solution-gas-oil-ratio-estimation-using-histogram-gradient-boosting-regression-machine-learning-and-mathematical-models-
