Forecasting the Subject Trend of Knowledge and Information Science Research in Iran Using Deep neural networks
The continuation of comprehensive developments in the future and their impact on various scientific fields, reveals the need for systematic studies on future knowledge. One of the most important aspects of the field of knowledge and information science from future developments that clarifies the need for future research in this field is the study of research topics. In this regard, the present study seeks to forecast the thematic trend of future research in this field in Iran by 1409. This research is of applied type and has been done with text analysis and deep learning approach. After pre-processing and thematic classification of research, deep neural network algorithms have been used to model past research and Forecast future topics. The study population includes articles extracted from the website of Iranian publications indexed in the ISC database during the years 1972-2019 and articles conducted in Iran that have been indexed in the Web of Science website from 1945-2019. All research processes are implemented in the Python programming language. The research findings showed that in the future, the highest number of researches will be in the fields of Internet and web studies, respectively; knowledge management; Information and Communications Technology; And scientometrics and informatics will be allocated. In addition, in the next decade, the growth trend of research in the field of Internet and web studies; Scientific and information communications; Librarians and information specialists; Data mining and knowledge discovery; Artificial intelligence and future studies will be faster. Areas such as organizational management, theoretical foundations, information resource management, and information processing and management will also have fewer fans among future researchers, and in addition, in the future, the axes of organizational management; Libraries and information centers and archives; Information resource management; Information and digital literacy; And the organization of information and knowledge will experience a slower growth process. The results show that the issues that have been raised in this field in the past years, despite the changes they have had, will continue to live in the same way in the future and only the context, format, methodology and method of their implementation will change. In other words, due to the transfer of traditional functions of this field to the digital and virtual world and increasing the role of information technologies, communication tools, Internet and web development, semantic tools and intelligent technologies in providing services and different dimensions of this field, future research topics They will be affected by these developments and will move towards web-based topics based on new technologies.
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