# Effects of personal characteristics in control-oriented user interfaces for music recommender systems

> Research article (User Modeling and User-Adapted Interaction, 2019) · cited 50× · AI/ML

**Wikidata**: [openalex:W2981709466](https://www.wikidata.org/wiki/openalex:W2981709466)  
**Source**: https://4ort.xyz/entity/effects-of-personal-characteristics-in-control-oriented-user-interfaces-for-music-recommender-systems