# A comparative study on outlier detection techniques for noisy production data from unconventional shale reservoirs

> Research article (Journal of Natural Gas Science and Engineering, 2022) · cited 17× · AI/ML

**Wikidata**: [openalex:W4286251950](https://www.wikidata.org/wiki/openalex:W4286251950)  
**Source**: https://4ort.xyz/entity/a-comparative-study-on-outlier-detection-techniques-for-noisy-production-data-from-unconventional-shale-reservoirs