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PaloPro: a platform for knowledge extraction from big social data and the news

机译:PaloPro:从大型社交数据和新闻中提取知识的平台

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摘要

PaloPro is a platform that aggregates textual content from social media and news sites in different languages, analyses them using a series of text mining algorithms and provides advanced analytics to journalists and social media marketers. The platform capitalises on the abundance of social media sources and the information they provide for persons, products and events. In order to handle huge amounts of multilingual data that are collected continuously, we have adopted language independent techniques at all levels and from an engineering point of view, we have designed a system that takes advantage of parallel distributed computing technologies and cloud infrastructure. Different systems handle data aggregation, data processing and knowledge extraction and others deal with the integration and visualisation of knowledge. In this paper, we focus on two important text mining tasks, named entity recognition from texts and sentiment analysis to extract the sentiment associated with the corresponding identified entities.
机译:PaloPro是一个平台,该平台可聚合来自社交媒体和新闻网站的不同语言的文本内容,使用一系列文本挖掘算法对其进行分析,并为记者和社交媒体营销人员提供高级分析功能。该平台利用了丰富的社交媒体资源及其为人员,产品和事件提供的信息。为了处理连续收集的大量多语言数据,我们在所有级别上都采用了语言无关的技术,并且从工程角度出发,我们设计了一个利用并行分布式计算技术和云基础架构的系统。不同的系统处理数据聚合,数据处理和知识提取,其他系统处理知识的集成和可视化。在本文中,我们专注于两个重要的文本挖掘任务,即从文本中命名实体识别和情感分析,以提取与相应的已识别实体相关的情感。

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