A Preliminary Study of Emotional Contagion in Live Streaming

CSCW '20 Companion : conference companion publication of the 2020 Conference on Computer Supported Cooperative Work and Social Computing : October 17-21, 2020, Virtual Event, USA. Conference on Computer-Supported Cooperative Work and So... Pub Date : 2020-10-17 DOI:10.1145/3406865.3418309

Jiajing Guo, Susan R. Fussell

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引用次数: 7

Abstract

Live streaming is an increasingly popular communication medium that allows real-time interaction among a broadcaster and an audience of any size. Using archived YouTube live video transcripts and associated live chat messages, we find evidence for emotional contagion in live streams: sentiment in live video oral transcripts and viewers? text chat is associated with the sentiment in subsequent viewers? comments. This relationship is stronger between viewers? chat messages and the subsequent chat than between the oral messages in the video and the subsequent chat. However, in some types of live streams, negative sentiment in the live video is followed by less negative chat. We conclude with a discussion of future research and potential uses of the dataset.

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网络直播中情绪传染的初步研究

直播是一种日益流行的通信媒介，它允许广播员和任何规模的观众之间进行实时互动。使用存档的YouTube直播视频文本和相关的直播聊天信息，我们发现了直播流中情绪感染的证据:直播视频口头文本和观众的情绪?文字聊天是否与后续观众的情绪有关?评论。观众之间的关系更强吗?聊天消息和随后的聊天比在视频中的口头消息和随后的聊天之间进行。然而，在某些类型的直播中，在直播视频中出现负面情绪之后，负面聊天就会减少。最后，我们讨论了未来的研究和数据集的潜在用途。

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CSCW '20 Companion : conference companion publication of the 2020 Conference on Computer Supported Cooperative Work and Social Computing : October 17-21, 2020, Virtual Event, USA. Conference on Computer-Supported Cooperative Work and So...

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