# Benefits of dimension reduction in penalized regression methods for high-dimensional grouped data: a case study in low sample size

> Research article (Bioinformatics, 2019) · cited 37× · AI/ML

**Wikidata**: [openalex:W2982609542](https://www.wikidata.org/wiki/openalex:W2982609542)  
**Source**: https://4ort.xyz/entity/benefits-of-dimension-reduction-in-penalized-regression-methods-for-high-dimensional-grouped-data-a-case-study-in-low-sa