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This research reviewed the publications in the Scopus database in the museum-based mobile learning field based on the technology-based learning review model from 2008 to 2019. The aim of this study was to investigate trends in the field of museum-based mobile learning from the main journals and papers, including countries and areas, participants, research methods, learning domains, the orientation of adopted sensing or location-based technologies, learning strategies, and research topics. The cluster and co-occurrence analysis methods were used to analyze the main key terms and the relationships between them. Three thematic clusters, namely strategies and media for mobile-based museum learning, personalized supports for mobile-based museum learning, and applications of mobile-based museum learning were identified. The results show that inquiry-based learning was the most adopted learning strategy for higher education, while contextual mobile learning was the most frequently employed strategy for elementary school students; such extensively adopted mobile learning strategies as peer assessment, project-based learning, video sharing, and synchronous sharing were not adopted in the studies. In addition, an important finding in the literature of the main research purpose of museum-based mobile learning research is the affective domain, followed by the influence of learner characteristics and the effects of mobile learning.