# Visual Attributes of Thumbnails in Predicting YouTube Brand Channel Views in the Marketing Digitalization Era

> Research article (IEEE Transactions on Computational Social Systems, 2023) · cited 12× · AI/ML

**Wikidata**: [openalex:W4383340202](https://www.wikidata.org/wiki/openalex:W4383340202)  
**Source**: https://4ort.xyz/entity/visual-attributes-of-thumbnails-in-predicting-youtube-brand-channel-views-in-the-marketing-digitalization-era