ABSTRACT
The field of computer science and its derived 34 research directions have developed dynamically and rapidly in recent decades, but the development trend and potential correlation of each research directions have not been well studied. Based on the Microsoft Academic Graph dataset, this paper obtained 13,126,576 pieces of academic data related to the computer science field from 1995 to 2019, and proposed an algorithm to identify the research directions of the paper. Finally, we obtained the number of papers in each research direction under the computer science over the years through bibliometrics and conducted trend analysis and correlation analysis.
- Effendy, S. , Jahja, I. , & Yap, R. . (2014). Relatedness measures between conferences in computer science: a preliminary study based on DBLP. Proceedings of the companion publication of the 23rd international conference on World wide web companion. ACM. Google ScholarDigital Library
- Kosmulski, & Marek. (2015). Gender disparity in polish science by year (1975-2014) and by discipline. Journal of informetrics.Google Scholar
- Hoonlor, A. , Szymanski, B. K. , & Zaki, M. J. . (2013). Trends in computer science research. Communications of the Acm, 56(10), 74-83. Google ScholarDigital Library
- Microsoft Academic Graph. https://www.microsoft.com/en-us/research/project/microsoft-academic-graph/.Google Scholar
- Sinha, A. , Shen, Z. , Song, Y. , Ma, H. , Eide, D. , Hsu, B. , & Wang, K. . (2015). An Overview of Microsoft Academic Service (MAS) and Applications. , 243-246. Google ScholarDigital Library
- Wang, K. , Shen, Z. , Huang, C. , Wu, C. H. , & Rogahn, R. . (2019). A review of microsoft academic services for science of science studies. Frontiers in Big Data, 2, 45.Google Scholar
- Effendy, S. , & Yap, R. H. C. . (2017). Analysing Trends in Computer Science Research: A Preliminary Study Using The Microsoft Academic Graph. the 26th International Conference. Google ScholarDigital Library
- González-álvarez, Julio, & Cervera-Crespo, T. . (2017). Research production in high-impact journals of contemporary neuroscience: a gender analysis. Journal of Informetrics, 11(1), 232-243.Google Scholar
- Liu, G. , & Yu, J. . (2007). Gray correlation analysis and prediction models of living refuse generation in shanghai city. Waste Management, 27(3), 345-351.Google Scholar
- Wang, Q. , Liu, J. , Zhu, X. , Liu, J. , & Liu, Z. . (2016). The experiment study of frost heave characteRDstics and gray correlation analysis of graded crushed rock. Cold Regions Science & Technology, 126(jun.), 44-50.Google Scholar
Index Terms
- Trend Analysis of Research Direction in Computer Science Based on Microsoft Academic Graph
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