# Enhancing shale gas EUR predictions with TPE optimized SMOGN: A comparative study of machine learning algorithms in the marcellus shale with an imbalanced dataset

> Research article (Gas Science and Engineering, 2024) · cited 19× · AI/ML

**Wikidata**: [openalex:W4403600066](https://www.wikidata.org/wiki/openalex:W4403600066)  
**Source**: https://4ort.xyz/entity/enhancing-shale-gas-eur-predictions-with-tpe-optimized-smogn-a-comparative-study-of-machine-learning-algorithms-in-the-m