Abstract
In this paper, we describe an approach for visualizing the textual information archived in the DBLP and the static and dynamic relations contained in it. Those relations are existing between authors and co-authors, between keywords, but also between authors and keywords. Visually representing them provides a way to quickly get an overview about emerging or disappearing topics as well as researchers and researcher groups. To reach our goal we apply node-link diagrams, word clouds, heatmaps, and area plots to the preprocessed and transformed DBLP data. Moreover, we use t-SNE as a way to compute groups of authors with similar keywords providing insights about similar research topics. All visualizations are equipped with interaction techniques and are built by using the functionality of the Bokeh library in Python, which enables the users to run the eDBLP in a web browser and to explore the dataset in an interactive and intuitive way. Finally, we discuss limitations and scalability issues of our approach.
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Bojko A (2009) Informative or Misleading? Heatmaps Deconstructed. In Human-Computer Interaction – INTERACT. Springer, 30–39
Burch M, Lohmann S, Pompe D, Weiskopf D (2013) Prefix Tag Clouds. In: Proceedings of 17th international conference on information visualisation, IV. 45–50
Burch M, Pompe D, Weiskopf D (2015) An Analysis and Visualization Tool for DBLP Data. In: Proceedings of the 19th international conference on information visualisation, IV. 163–170
Burch M, Saeed A, Vorobiova A, Zahedani AM, Hafkemeyer L, Palazzo M (2020) eDBLP: visualizing scientific publications. In: Proceedings of the 13th international symposium on visual information communication and interaction, VINCI, Michael Burch, Michel A. Westenberg, Quang Vinh Nguyen, and Ying Zhao (Eds.). ACM, 9:1–9:8
Burch M, Vehlow C, Beck F, Diehl S, Weiskopf Daniel (2011) Parallel edge splatting for scalable dynamic graph visualization. IEEE Tran Vis Comput Graph 17(12):2344–2353
Cleveland William S, Robert McGill (1986) An experiment in graphical perception. Int J Man-Mach Stud 25(5):491–501
Di Battista G, Eades P, Tamassia R, Tollis IG (1999) Graph drawing: algorithms for the visualization of graphs. Prentice-Hall, New Jersy
Euler L (1741) Solutio problematis ad geometriam situs pertinentis. In: Commentarii Academiae Scientiarum Petropolitanae. 128–140
Fruchterman TMJ, Reingold EM (1991) Graph drawing by force-directed placement. Softw Pract Exp 21(11):1129–1164
Havre S, Hetzler EG, Whitney P, Nowell LT (2002) ThemeRiver: visualizing thematic changes in large document collections. IEEE Trans Vis Comput Grap 8(1):9–20
Huang Z, Yan Y, Qiu Y, Qiao S (2009) Exploring emergent semantic communities from DBLP bibliography database. In: Proceedings of the international conference on advances in social network analysis and mining, ASONAM. 219–224
Ji SY, Kang YA, Stasko John T, Jacko Julie A (2007) Toward a deeper understanding of the role of interaction in information visualization. IEEE Trans Vis Comput Graph 13(6):1224–1231
Klink S, Ley M, Rabbidge E, Reuther P, Walter B, Weber A (2004) Browsing and visualizing digital bibliographic data. In: Proceedings of the symposium on visualization, VisSym. 237–242
Klink S, Ley M, Rabbidge E, Reuther P, Walter B, Weber A (2004) Visualising and mining digital bibliographic data. In: INFORMATIK 2004 - Informatik verbindet, Band 2, Beiträge der 34. Jahrestagung der Gesellschaft für Informatik e.V. (GI). 193–197
Klink S, Reuther P, Weber A, Walter B, Ley M (2006) Analysing social networks within bibliographical data. In: Proceedings of the 17th international conference on database and expert systems applications, DEXA. 234–243
Shahid L, Beck F (2019) VIS author profiles: interactive descriptions of publication records combining text and visualization. IEEE Trans Vis Comput Graph 25(1):152–161
Ley M (2009) DBLP - some lessons learned. In: Proceedings of the very large data bases endowment PVLDB 2, 2, 1493–1500
Liu S, Zhou MX, Pan S, Song Y, Qian Weihong, Cai Weijia, Lian Xiaoxiao (2012) TIARA: interactive, topic-based visual text summarization and analysis. ACM Trans Intell Syst Technol TIST 3(2):1–28
Lohmann S, Heimerl F, Bopp F, Burch M, Ertl T (2015) Concentri Cloud: word cloud visualization for multiple text documents. In: Proceedings of the 19th international conference on information visualisation, IV. 114–120
Playfair William, Wainer Howard, Spence Ian (2005) Playfair’s commercial and political atlas and statistical breviary. Cambridge University Press, Cambridge
Reitz F (2010) A framework for an ego-centered and time-aware visualization of relations in arbitrary data repositories. CoRR abs/1009.5183
Sallaberry A, Fu YC, Ho H-C, Ma K-L (2016) Contact trees: network visualization beyond nodes and edges. PLoS ONE 11
Shirley CSKE (2014) LDAvis: a method for visualizing and interpreting topics. In: Proceedings of the workshop on interactive language learning, visualization, and interfaces. 63–70
Stasko J, Choo J, Han Y, Hu M, Pileggi H, Sadana R, Stolper CD (2013) CiteVis: exploring conference paper citation data visually. In: Poster Proceedings at the IEEE conference on InfoVis
Tufte E (1983) The visual display of quantitative information. Graphics Press, USA
van der Maaten L (2014) Accelerating t-SNE using tree-based algorithms. J Mach Learn Res 15(1):3221–3245
Weber A, Reuther P, Walter B, Ley M, Klink S (2006) Multi-layered browsing and visualisation for digital libraries. In: Proceedings of the 10th European conference on research and advanced technology for digital libraries, ECDL. 520–523
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Burch, M., Saeed, A., Vorobiova, A. et al. Visual analysis of author–keyword relations with eDBLP. J Vis 25, 897–914 (2022). https://doi.org/10.1007/s12650-021-00817-4
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DOI: https://doi.org/10.1007/s12650-021-00817-4