Yingying Chen, Zhao Peng, Sei-Hill Kim, Chang Won Choi
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引用次数: 9
Abstract
ABSTRACT Topic modeling has become an effective tool for communication scholars to explore large amounts of texts. However, empirical studies applying topic modeling often face the critical question of making meaningful theoretical contributions. In this study, we highlighted the importance of theoretical underpinning, the research design, and the methodological details of topic modeling studies. We summarized five normative arguments that address critical issues in theory building and testing, research design, and reliability and validity assessments. Using these normative arguments as criteria, we systematically reviewed 105 communication studies that applied topic modeling. We identified gaps and missed opportunities in previous studies and discussed potential pitfalls for the field.
期刊介绍：
Communication Methods and Measures aims to achieve several goals in the field of communication research. Firstly, it aims to bring attention to and showcase developments in both qualitative and quantitative research methodologies to communication scholars. This journal serves as a platform for researchers across the field to discuss and disseminate methodological tools and approaches.
Additionally, Communication Methods and Measures seeks to improve research design and analysis practices by offering suggestions for improvement. It aims to introduce new methods of measurement that are valuable to communication scientists or enhance existing methods. The journal encourages submissions that focus on methods for enhancing research design and theory testing, employing both quantitative and qualitative approaches.
Furthermore, the journal is open to articles devoted to exploring the epistemological aspects relevant to communication research methodologies. It welcomes well-written manuscripts that demonstrate the use of methods and articles that highlight the advantages of lesser-known or newer methods over those traditionally used in communication.
In summary, Communication Methods and Measures strives to advance the field of communication research by showcasing and discussing innovative methodologies, improving research practices, and introducing new measurement methods.
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