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Emotion-Based System for Social Media Content Processing and Event Monitoring

机译:基于情感的社交媒体内容处理和事件监控系统

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In this paper, we propose an open source web-based emotion retrieval service for textual social media contents, called MediaTagger, which can extract emotional value from online content coming from diversified Internet-based services. MediaTagger mashes up state of the art emotion services and allocates the right emotion retrieval service using several emotion visualization metaphors based on the content of each service. MediaTagger also incorporates a flexible and adaptable emotion authoring service based on Na?ve Bayes machine learning theorem. The authoring service within the system also helps creating new domains of emotion extraction services. We share some quantitative and qualitative results that show the viability of our system as well as the experience and satisfaction of regular end-users. We will describe a case study that leverages the features provided by the MediaTagger. This study shows the utilization of emotion-based textual posts for monitoring and decision-support systems during major events such as Hajj.
机译:在本文中,我们提出了一种针对文本社交媒体内容的基于Web的开源情感检索服务,称为MediaTagger,它可以从来自多种基于Internet的服务的在线内容中提取情感价值。 MediaTagger融合了最先进的情感服务,并根据每个服务的内容使用多个情感可视化隐喻来分配正确的情感检索服务。 MediaTagger还结合了基于朴素贝叶斯机器学习定理的灵活且适应性强的情感创作服务。系统内的创作服务还有助于创建情感提取服务的新领域。我们共享一些定量和定性的结果,这些结果表明了我们系统的可行性以及常规最终用户的经验和满意度。我们将描述一个利用MediaTagger提供的功能的案例研究。这项研究表明,在朝圣之类的重大事件中,基于情感的文本帖子可用于监视和决策支持系统。

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