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Recommendation system of authorities and content based on Twitter for language therapy through data mining techniques

机译:基于Twitter的权威和内容推荐系统,用于通过数据挖掘技术进行语言治疗

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According to latest estimations of the World Health Organization (WHO), approximately 15% of persons have some disability. From this group, a significant percentage of persons present different kinds of communication and language disorders. Additionally, it is important mentioning that language supports other essential processes in children development, such as learning, skills to interact with his/her peers, and establishing relationships. On the other hand, nowadays exist several digital platforms like blogs, twitter, and in general, social networks, where experts and practitioners contribute with contents related to speech and language therapy. For these reasons, in this paper, we present a recommender system to support the content filtering, identify experts or interest groups related to communication disorders. Our recommender uses data mining techniques to perform the contents filtering, and a clustering approach to classifying the wich twitter contents are related to speech-language therapy area. In order to validate our proposal, we have conducted several tests with the support of a team of experts. The achieved results show that the recommendations of the system are useful, coherent, and understandable.
机译:根据世界卫生组织(WHO)的最新估计,大约15%的人有一定程度的残疾。在这一群体中,很大一部分人表现出不同种类的交流和语言障碍。此外,值得一提的是,语言支持儿童发展的其他重要过程,例如学习,与同伴互动的能力以及建立关系。另一方面,如今存在数个数字平台,例如博客,推特,以及一般的社交网络,专家和从业人员在其中提供与语音和语言治疗有关的内容。由于这些原因,在本文中,我们提出一种推荐系统,以支持内容过滤,确定与沟通障碍相关的专家或兴趣小组。我们的推荐者使用数据挖掘技术来执行内容过滤,并且采用聚类方法对Twitter内容进行分类,这与语音语言治疗领域有关。为了验证我们的建议,我们在专家团队的支持下进行了几次测试。所获得的结果表明,该系统的建议是有用的,连贯的和可理解的。

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