在花园里吹播种子:可视化跨平台社交媒体帖子的隐含传播
IEEE transactions on visualization and computer graphics
|September 10, 2024
概括
这项研究分析了社交媒体上传播的跨平台信息. 它介绍了BloomWind,这是一个视觉系统,模拟主题如何在不同的平台上扩散,帮助社会情绪分析.
科学领域:
- 社交媒体分析 社交媒体分析
- 信息科学 信息科学 信息科学
- 数据可视化 数据可视化
背景情况:
- 了解社交媒体上传播的信息对于衡量公众论和情绪至关重要.
- 现有的研究往往忽略了复杂的,多平台的传播动态.
- 跨平台信息传播机制仍未得到充分探索.
研究的目的:
- 确定推动跨平台信息传播的关键因素.
- 开发一个模型来估计跨平台的主题/后传播概率.
- 为理解多平台传播引入一种新的可视化比喻.
主要方法:
- 专家驱动的跨平台传播模式的总结.
- 开发一种信息传播模型,用于跨平台传播.
- 创建一个视觉隐喻 (花园,花,风,种子) 跨平台传播.
- 实现了BloomWind视觉分析系统.
主要成果:
- 确定影响跨平台信息传播的重要因素.
- 一个功能信息扩散模型,预测传播概率.
- 布鲁姆温德系统有效地可视化和分析跨平台传播模式.
- 案例研究和专家验证证实了系统的有效性.
结论:
- 拟议的模型和BloomWind系统为跨平台信息传播提供了新的见解.
- 有效的可视化是理解复杂社交媒体传播的关键.
- 这项工作推进了在线社会情绪和论动态的分析.
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