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Using Complex Event Processing for Semantic Requests in Real-Time Social Media Monitoring

机译:使用复杂的事件处理在实时社交媒体监视中的语义请求

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摘要

Social media analytics has been attracting considerable attention in both research and industry due to the increasing popularity of social media usage. As a subset, social media monitoring describes the process of continuous monitoring of a subject matter in social media. From our point of view, the key requirements for such systems are i) high throughput and real-time processing of incoming data, ii) a user-friendly way to define complex situations of interests that make use of formalized background knowledge and iii) capabilities to perform actions based on gained insights instead of a pure monitoring system. In this paper, we propose a system for (pro) active, real-time social media monitoring. Firstly, we describe the conceptual architecture of our system and necessary pre-processing steps. Secondly, we introduce our concept of semantic requests that is capable to extend event pattern definitions with background knowledge. Finally, we show the usefulness of this system in two different domains: Real-time political opinion tracking and proactive establishment of relationships with consumers in order to perform a new form of real-time marketing. The main advantage of our approach is a simplified, expressive way to formulate event patterns in social media applications.
机译:由于社交媒体使用的普及日益普及,社交媒体分析一直在研究和工业中引起了相当大的关注。作为子集,社交媒体监测描述了在社交媒体中持续监测主题的过程。从我们的角度来看,这类系统的主要要求是我)的高吞吐量和输入数据的实时处理,ii)用户友好的方式来定义的利益,复杂的情况下,以利用正式的背景知识及iii)能力根据获得的洞察力而不是纯监测系统执行操作。在本文中,我们提出了一种(Pro)主动,实时社交媒体监控系统。首先,我们描述了我们系统的概念架构和必要的预处理步骤。其次,我们介绍了我们对具有背景知识的事件模式定义的语义请求的概念。最后,我们展示了两个不同领域的该系统的有用性:实时政治观点跟踪和积极地建立与消费者的关系,以执行新的实时营销形式。我们的方法的主要优点是制定社交媒体应用中的事件模式的简化,表现力的方式。

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