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Fifty years of information management research: A conceptual structure analysis using structural topic modeling

机译:五十年的信息管理研究:一种使用结构主题建模的概念结构分析

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摘要

Information management is the management of organizational processes, technologies, and people which collectively create, acquire, integrate, organize, process, store, disseminate, access, and dispose of the information. Information management is a vast, multi-disciplinary domain that syndicates various subdomains and perfectly intermingles with other domains. This study aims to provide a comprehensive overview of the information management domain from 1970 to 2019. Drawing upon the methodology from statistical text analysis research, this study summarizes the evolution of knowledge in this domain by examining the publication trends as per authors, institutions, countries, etc. Further, this study proposes a probabilistic generative model based on structural topic modeling to understand and extract the latent themes from the research articles related to information management. Furthermore, this study graphically visualizes the variations in the topic prevalences over the period of 1970 to 2019. The results highlight that the most common themes are data management, knowledge management, environmental management, project management, service management, and mobile and web management. The findings also identify themes such as knowledge management, environmental management, project management, and social communication as academic hotspots for future research.
机译:信息管理是管理组织进程,技术和人民,共同创建,获取,集成,组织,处理,存储,商店,传播,访问和处置信息。信息管理是一个庞大的多学科域,可以与其他域同一各个子域系和完全混合。本研究旨在提供1970年至2019年信息管理领域的全面概述。根据统计文本分析研究的方法,本研究总结了该领域的知识演变,通过根据作者,机构,国家审查出版趋势来审查该领域的出版趋势此外,本研究提出了一种基于结构主题建模的概率生成模型,以了解和提取与信息管理相关的研究文章的潜在主题。此外,这项研究以1970年至2019年为目的,图形方式可视化了普遍存在的变化。结果突出显示最常见的主题是数据管理,知识管理,环境管理,项目管理,服务管理和移动和Web管理。调查结果还确定了知识管理,环境管理,项目管理和社会沟通等主题,作为学术热点以供未来的研究。

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