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Updated: May 29, 2025

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Loneliness Assuaged: Eye-Tracking an Audience Watching Barrage Videos
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通过在线音乐消费的各种规模效应,重新构建过器泡
Dougal Shakespeare1,2, Victor Chareyron3, Camille Roth3,4
1CAMS, Centre d'Analyse et de Mathématique Sociale, CNRS/EHESS, Paris, France. dougal.shakespeare@ehess.fr.
Scientific reports
|February 3, 2025
概括
像Deezer这样的平台上的算法策划可以引入比有机用户行为更多的新奇性,但这种新奇性通常在语义上受到限制,挑战了简单的波泡叙述.
科学领域:
- 信息科学 信息科学 信息科学
- 人与计算机的交互
- 计算社会科学 计算社会科学
背景情况:
- 算法策划对用户消费多样性的影响是一个广泛讨论的主题.
- 现有的研究经常将算法推与有机用户行为进行比较.
- 矛盾的发现表明,规模和信息表示影响结果.
研究的目的:
- 实证分析算法策划对用户消费多样性的影响.
- 调查不同规模和平台负担能力如何影响多样性指标.
- 为了提供对超越波泡概念的算法影响的细微理解.
主要方法:
- 分析了大约5万名Deezer用户的艺术家消费历史记录.
- 通过三个尺度进行检查:会议内部,会议间和支付间.
- 在不同程度的算法辅助下,消费多样性的比较.
主要成果:
- 与有机用户行为相比,算法策划可能会引入更多的新奇性.
- 算法引入的新奇性往往在语义上更受限制.
- 不同的尺度和信息表示产生了关于多样性的截然不同的结论.
结论:
- 算法策划对多样性的影响是复杂的,取决于视角.
- 过泡的叙述需要更新,以考虑封闭的新奇性.
- 了解这些动态对于平台上的算法系统至关重要.
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