Classifying help seeking behaviour in online communities

Sebastian Cross, Zak Waters, Kirsty Kitto, G. Zuccon
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引用次数: 12

Abstract

While help seeking has been extensively studied using self report survey data and models, there is a lack of content analysis techniques that can be directly applied to classify help seeking behaviour. In this preliminary work we propose a coding scheme which is then applied to an open dataset that we have created by carefully selecting sub groups from two popular discussion sites (Reddit and StackExchange). We then explore the possibility for automatically classifying help seeking behaviour using machine learning models. A preliminary model provides good initial results, suggesting that it may indeed be possible to construct student support systems that build off of an accurate classifier.
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对在线社区中的求助行为进行分类
虽然利用自我报告调查数据和模型对寻求帮助进行了广泛的研究,但缺乏可以直接用于对寻求帮助行为进行分类的内容分析技术。在这项初步工作中,我们提出了一种编码方案,然后将其应用于我们通过从两个流行的讨论网站(Reddit和StackExchange)仔细选择子组创建的开放数据集。然后,我们探索了使用机器学习模型自动分类寻求帮助行为的可能性。一个初步的模型提供了良好的初步结果,表明确实有可能构建基于准确分类器的学生支持系统。
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