Essential Science Indicators highly cited paper co-citation relationships 2018.3

Abstract

47,294 highly cited papers in the Essential Science Indicators (ESI) were used to test the proposed visualization approach for science mapping. \r\n\r\nIn our research paper, the highly cited papers were visualized using three network embedding models plus the t-SNE dimensionality reduction technique. Besides, three base maps were created with the same dataset for evaluation purposes. All base maps used the classic OpenOrd method with different edge cutting strategies and parameters. \r\n\r\nWe are publishing the dataset to allow other researchers to create a roughly equivalent experiment based on the highly-cited papers.\r\n\r\nThe download date is 2018 March. File "RF201803_TopPaper_FULL_links.gexf" is the Gephi network file created with 47,294 highly cited paper and all 3.6 million co-citation relationships. File "RF201803_TopPaper_top15_Edges.net" is the network file with the top 15 highest weight edges per node relationships. File "RF201803_TopPaper_UT_FIELD.csv" contains all paper's UT, Field, Publish Year, Cites data.\r\n\r\nThe data downloaded from the Essential Science Indicator web site: https://esi.clarivate.com/