A User-Centered Investigation of Personal Music Tours

被引:1
|
作者
Gabbolini, Giovanni [1 ]
Bridge, Derek [1 ]
机构
[1] Univ Coll Cork, Insight Ctr Data Analyt, Sch Comp Sci & IT, Cork, Ireland
基金
爱尔兰科学基金会;
关键词
music recommender systems; playlists; segues; user evaluation;
D O I
10.1145/3523227.3546776
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Streaming services use recommender systems to surface the right music to users. Playlists are a popular way to present music in a list-like fashion, i.e. as a plain list of songs. An alternative are tours, where the songs alternate with segues, which explain the connections between consecutive songs. Tours address the user need of seeking background information about songs, and are found to be superior to playlists, given the right user context. In this work, we provide, for the first time, a user-centered evaluation of two tour-generation algorithms (Greedy and Optimal) using semi-structured interviews. We assess the algorithms, we discuss attributes of the tours that the algorithms produce, we identify which attributes are desirable and which are not, and we enumerate several possible improvements to the algorithms, along with practical suggestions on how to implement the improvements. Our main findings are that Greedy generates more likeable tours than Optimal, and that three important attributes of tours are segue diversity, song arrangement and song familiarity. More generally, we provide insights into how to present music to users, which could inform the design of user-centered recommender systems.
引用
收藏
页码:25 / 34
页数:10
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