Inverse Transform Sampling for Bibliometric Literature Analysis
| Author | Bakas, Nikolaos P. |
| Author | Koutsantonis, Dionisios |
| Author | Plevris, Vagelis |
| Author | Langousis, |
| Author | reas |
| Author | Chatzichristofis, Savvas A. |
| Available date | 2024-10-02T05:59:49Z |
| Publication Date | 2022 |
| Publication Name | 13th International Conference on Information, Intelligence, Systems and Applications, IISA 2022 |
| Resource | Scopus |
| Abstract | Scientific literature is prosperously evolving, exhibiting exponential growth in the last decades. For a wide range of scientific thematic areas, it is hard or even impossible for individual researchers to analyze in detail the available published works. For this purpose, we utilize a robust multidimensional scaling procedure, to construct the bibliometric maps of the literature, for keywords, authors and references. Particularly, we propose a generic machine learning algorithm for multidimensional scaling, and describe the algorithmic procedure for the generation of the bibliometric maps. |
| Sponsor | The contribution of Andreas Langousis has been conducted within the project PerManeNt, which has been co-financed by the European Regional Development Fund of the European Union and Greek National Funds through the Operational Program Competitiveness, Entrepreneurship and Innovation, under the call RESEARCH - CREATE - INNOVATE (project code: T2EDK-04177). |
| Language | en |
| Publisher | Institute of Electrical and Electronics Engineers Inc. |
| Subject | Bibliometrics Multidimensional Scaling Optimization |
| Type | Conference Paper |
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Civil and Environmental Engineering [850 items ]