Markus Schedl, Christine Bauer,
"Online Music Listening Culture of Kids and Adolescents: Listening Analysis and Music Recommendation Tailored to the Young"
: Proceedings of 11th ACM Conference on Recommender Systems (RecSys 2017): International Workshop on Children and Recommender Systems (KidRec 2017),, 2017
Original Titel:
Online Music Listening Culture of Kids and Adolescents: Listening Analysis and Music Recommendation Tailored to the Young
Sprache des Titels:
Englisch
Original Buchtitel:
Proceedings of 11th ACM Conference on Recommender Systems (RecSys 2017): International Workshop on Children and Recommender Systems (KidRec 2017),
Original Kurzfassung:
In this paper, we analyze a large dataset of user-generated music
listening events from Last.fm, focusing on users aged 6 to 18 years.
Our contribution is two-fold. First, we study the music genre preferences
of this young user group and analyze these preferences
for homogeneity within more fine-grained age groups and with
respect to gender and countries. Second, we investigate the performance
of a collaborative filtering recommender when tailoring
music recommendations to different age groups.We find that doing
so improves performance for all user groups up to 18 years, but
decreases performance for adult users aged 19 years and older.
Forschungs-