Vlogcast yourself: nonverbal behavior and attention in social media

Joan-Isaac Biel, D. Gática-Pérez
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引用次数: 18

Abstract

We introduce vlogs as a type of rich human interaction which is multimodal in nature and suitable for new large-scale behavioral data analysis. The automatic analysis of vlogs is useful not only to study social media, but also remote communication scenarios, and requires the integration of methods for multimodal processing and for social media understanding. Based on works from social psychology and computing, we first propose robust audio, visual, and multimodal cues to measure the nonverbal behavior of vloggers in their videos. Then, we investigate the relation between behavior and the attention videos receive in YouTube. Our study shows significant correlations between some nonverbal behavioral cues and the average number of views per video.
Vlogcast自己:社交媒体中的非语言行为和注意力
我们将视频日志作为一种丰富的人类交互方式,它具有多模态的性质,适合于新的大规模行为数据分析。vlogs的自动分析不仅适用于社交媒体研究,也适用于远程传播场景,需要将多模态处理方法和社交媒体理解方法相结合。基于社会心理学和计算机的工作,我们首先提出了健壮的音频、视觉和多模态线索来衡量视频博主在其视频中的非语言行为。然后,我们研究了行为与视频在YouTube上获得的关注之间的关系。我们的研究表明,一些非语言行为线索与每个视频的平均观看次数之间存在显著的相关性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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