# Reliable prediction of n-heptane isomerization over Pt/(CrO_x/ZrO₂)-HMS via comparative assessment of regularization networks and surface response methodologies > Research article (RSC Advances, 2020) · cited 13× · AI/ML **Wikidata**: [openalex:W3043223950](https://www.wikidata.org/wiki/openalex:W3043223950) **Source**: https://4ort.xyz/entity/reliable-prediction-of-i-n-i-heptane-isomerization-over-pt-cro-sub-x-sub-zro-sub-2-sub-hms-i-via-i-comparative-assessmen