第一次听标签:对音乐推荐系统中社会标签实践的研究

Audrey Laplante
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引用次数: 4

摘要

社会标签已经成为一种非常普遍的方式来索引不同类型的网络资源。尽管社交标签在音乐领域不像在其他领域那么普遍,但它在一个流行的推荐系统Last中得到了应用。调频。尽管在过去几年中,关于标签和民间分类法的出版物数量激增,但音乐标签仍然没有得到很好的研究。在本文中,我们对Last的标注实践进行了研究。fm的用户。我们研究了歌曲发布后的前三个月的社会标签。我们的分析表明,一首歌曲的发布会引发一个持续两周的标签活动爆发,之后它会急剧下降,然后在接下来的十周内保持相当稳定。我们还发现,大多数歌曲在第一周没有被标记,而标记与受欢迎程度呈正相关。最后,我们发现,与只应用一次的标签相比,经常应用于特定歌曲的标签更有可能与类型相关,长度更短,相对客观。
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Tagged at first listen: An examination of social tagging practices in a music recommender system
Social tagging has become a very common way to index different types of resources on the web. Less prevalent in music than in other domains, social tagging is nevertheless used in a popular recommender system, Last.fm . Although the number of publications on tagging and folksonomies has exploded in the last few years, music tagging is still not well studied. In this paper, we present a study of tagging practices of Last.fm users. We examine the social tagging of songs during the first three months after their release. Our analysis shows that the release of a song triggers a burst in tagging activity that lasts two weeks, after what it decreases sharply and then remains fairly constant for the next ten weeks. We also find that a majority of songs do not get tagged during the first week and that tagging was positively related to popularity. Finally, we find that tags that have been frequently applied to a given song are more likely to be genre related, shorter in length, and relatively objective than tags that have been applied only once.
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