基于在线公共论坛的心理健康移动应用的用户需求生成——主题建模方法

Raymond Freth Lagria, Lorelie Grepo, Joy Ann Malapit
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引用次数: 0

摘要

本研究论文探讨了主题建模算法的应用,以提取与心理健康相关的移动应用程序的用户需求。具体来说,目标是从Reddit帖子中高效地生成主题,这些主题与心理健康叙事、故事、求助和知识分享有关。特别地,本研究检查了潜在的狄利克雷分配算法来生成来自帖子的主题,并使用主题分析过程来检查生成输出的相似性。该结果将用于为学术界开发一款心理健康应用程序,以确定用户需求。因此,本研究的意义。研究结果表明,利用主题建模有很好的结果,并从Reddit帖子中分类主题术语。通过利用提取的主题,研究团队可以对目标受众的需求和偏好获得有价值的见解。研究结果为以用户为中心的设计过程指导下的移动应用程序的设计和开发提供了实际意义,以满足目标用户的需求和期望。定性分析进一步验证了所生成主题的相关性。
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Generation of User Requirements for a Mental Health Mobile Application from an Online Public Forum A Topic Modelling Approach
This research paper explores the application of topic modelling algorithms to extract user requirements for a mental health-related mobile application. Specifically, the objective is to generate themes efficiently and effectively from Reddit posts related to mental health narratives, stories, calls for help, and knowledge sharing among others. Particularly, this research examines Latent Dirichlet Allocation algorithm to generate themes coming from the posts and validate using a thematic analysis process to check similarities in generated outputs. The output will be used to establish user requirements for a mental wellbeing app to be developed for the academic community. Hence, the significance of this research. The research findings demonstrate utilizing topic modelling has promising results and categorized thematic terms from the Reddit posts. By leveraging the extracted themes, the research team can gain valuable insights into the needs and preferences of their target audience. The results offer practical implications for the design and development of mobile apps that are guided by a user-centered design process that meets the needs and expectations of the target users. The qualitative analysis further validated the relevance of the generated themes.
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