Online Music Listening Culture of Kids and Adolescents: Listening Analysis and Music Recommendation Tailored to the Young
Online Music Listening Culture of Kids and Adolescents: Listening Analysis and Music Recommendation Tailored to the Young
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儿童青少年在线音乐聆听文化：针对青少年的聆听分析与音乐推荐
DOI：
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发表时间：
2019
期刊：
影响因子：
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通讯作者：
Christine Bauer
中科院分区：
文献类型：
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作者：
M. Schedl;Christine Bauer
在本文中，我们分析了来自此 http URL 的用户生成的音乐收听事件的大型数据集，重点关注 6 至 18 岁的用户。我们的贡献是双重的。首先，我们研究这个年轻用户群体的音乐流派偏好，并分析这些偏好在更细粒度的年龄组内以及性别和国家方面的同质性。其次，我们研究了协作过滤推荐器在针对不同年龄段定制音乐推荐时的性能。我们发现，这样做可以提高 18 岁以下所有用户组的性能，但会降低 19 岁及以上成年用户的性能。
In this paper, we analyze a large dataset of user-generated music listening events from this http URL, 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.