Παρακαλώ χρησιμοποιήστε αυτό το αναγνωριστικό για να παραπέμψετε ή να δημιουργήσετε σύνδεσμο προς αυτό το τεκμήριο:
https://hdl.handle.net/20.500.14279/29490
Τίτλος: | Quo Vadis Computer Science? The topics of the influential papers during the period 2014-2021 | Συγγραφείς: | Tsapatsoulis, Nicolas Partaourides, Harris Christodoulou, Christos A. Djouvas, Constantinos |
Major Field of Science: | Social Sciences | Field Category: | Media and Communications | Λέξεις-κλειδιά: | topic modelling;bipartite graphs;graph partitioning;visualization;research trends;research policy | Ημερομηνία Έκδοσης: | 12-Σεπ-2022 | Πηγή: | Proceedings of the 2022 IEEE International Conference on Dependable, Autonomic and Secure Computing, International Conference on Pervasive Intelligence and Computing, International Conference on Cloud and Big Data Computing, International Conference on Cyber Science and Technology Congress, DASC/PiCom/CBDCom/CyberSciTech, 12-15 September, Falerna, Italy, 2022 | Περίληψη: | In this study we analyze the titles of all influential publications in Computer Science, during the period of 2014-2021, indexed by Scopus, using an innovative graph-partitioning based topic modelling approach. We consider as influential publications the top 1% cited papers per year. The findings of this specific study are interesting per se, showing the dominance of recent advances in deep learning and neural networks, but our main contribution is the methodology we followed which can be easily applied to any other field and with different types of paper information such as abstracts, keywords, etc. Our approach involves the creation of a bipartite graph of paper ids and their title keywords and the projection on the keywords to find and visually present the identified topics. | URI: | https://hdl.handle.net/20.500.14279/29490 | ISBN: | 9781665462976 | DOI: | 10.1109/DASC/PiCom/CBDCom/Cy55231.2022.9927789 | Type: | Conference Papers | Affiliation: | Cyprus University of Technology | Publication Type: | Peer Reviewed |
Εμφανίζεται στις συλλογές: | Δημοσιεύσεις σε συνέδρια /Conference papers or poster or presentation |
CORE Recommender
SCOPUSTM
Citations
50
2
checked on 14 Μαρ 2024
Page view(s) 50
193
Last Week
0
0
Last month
32
32
checked on 14 Μαρ 2025
Google ScholarTM
Check
Altmetric
Όλα τα τεκμήρια του δικτυακού τόπου προστατεύονται από πνευματικά δικαιώματα