首页> 外文期刊>Affective Computing, IEEE Transactions on >Autism Blogs: Expressed Emotion, Language Styles and Concerns in Personal and Community Settings
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Autism Blogs: Expressed Emotion, Language Styles and Concerns in Personal and Community Settings

机译:自闭症博客:在个人和社区环境中表达的情感,语言风格和关注点

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摘要

The Internet has provided an ever increasingly popular platform for individuals to voice their thoughts, and like-minded people to share stories. This unintentionally leaves characteristics of individuals and communities, which are often difficult to be collected in traditional studies. Individuals with autism are such a case, in which the Internet could facilitate even more communication given its social-spatial distance being a characteristic preference for individuals with autism. Previous studies examined the traces left in the posts of online autism communities (Autism) in comparison with other online communities (Control). This work further investigates these online populations through the contents of not only their posts but also their comments. We first compare the Autism and Control blogs based on three features: topics, language styles and affective information. The autism groups are then further examined, based on the same three features, by looking at their personal (Personal) and community (Community) blogs separately. Machine learning and statistical methods are used to discriminate blog contents in both cases. All three features are found to be significantly different between Autism and Control, and between autism Personal and Community. These features also show good indicative power in prediction of autism blogs in both personal and community settings.
机译:互联网已经为个人提供了一个日益流行的平台,使他们可以发表自己的想法,并让志趣相投的人分享故事。这无意间留下了个人和社区的特征,而这些特征通常很难在传统研究中收集。自闭症患者就是这种情况,因为互联网的社交空间距离是自闭症患者的典型偏好,因此互联网可以促进更多的交流。先前的研究检查了在线自闭症社区(自闭症)与其他在线社区(对照)相比留下的痕迹。这项工作不仅通过他们的帖子内容,还通过他们的评论内容进一步调查了这些在线人群。我们首先根据三个功能比较自闭症和控制志:主题,语言风格和情感信息。然后,基于相同的三个特征,通过分别查看他们的个人(个人)博客和社区(社区)博客来进一步检查自闭症群体。在这两种情况下,都使用机器学习和统计方法来区分博客内容。发现这三个特征在自闭症和控制之间以及自闭症个人和社区之间都存在显着差异。这些功能在个人和社区环境中对自闭症博客的预测中也显示出良好的指示力。

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