ABSTRACT
Online bibliographic databases have become widely available and are important resources to scientific researchers. These databases store rich information and many evolve into digital libraries. Using a bibliographic database of a specific discipline, we can extract a co-authorship and citation network of individual professionals. This allows for the study of patterns in scholarly contributions as well as for the exploration of scientific disputes associated with an individuals career. We have designed a visualization tool, which we call PathWay, to discover and understand patterns and trends in the bibliographic data over a selected period of time. With PathWay, we conducted case studies on a bibliography of approximately 400,000 scientists in physics over a 26 year time period. In this paper, we show how PathWay can be used to characterize one's academic career path in terms of the publication record, conduct comparative studies that would be difficult to do with conventional search methods, and also provide a way to gain insight into the emergence and the career implications of the scientific disputes associated with publications.
- U. Schwed and P. Bearman, "The temporal structure of scientific consensus formation," American Sociological Review, vol. 75, pp. 817--840, 2010.Google ScholarCross Ref
- M. Agosti, G. Gradenigo, and P. G. Marchetti, "A hypertext environment for interacting with large textual databases." Inf. Process. Manage., vol. 28, no. 3, pp. 371--387, 1992. Google ScholarDigital Library
- J. D. Mackinlay, R. Rao, and S. K. Card, "An organic user interface for searching citation links," in Proc. of CHI-95, pp. 67--73. Google ScholarDigital Library
- M. A. Hearst, "Tilebars: visualization of term distribution information in full text information access," in Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, ser. CHI '95, pp. 59--66. Google ScholarDigital Library
- D. Modjeska, V. Tzerpos, P. Faloutsos, and M. Faloutsos, "Bivteci: a bibliographic visualization tool," in Proceeding of CASCON, 1996, p. 28. Google ScholarDigital Library
- C. Chen and L. Carr, "Visualizing the evolution of a subject domain: a case study," in Proceedings of Visualization '99 Conference. IEEE Computer Society Press, pp. 449--452. Google ScholarDigital Library
- S. Noel, C.-H. H. Chu, and V. Raghavan, "Co-citation count vs correlation for influence network visualization." Information Visualization, vol. 2, no. 3, pp. 160--170, 2003.Google ScholarCross Ref
- Z. Shen, M. Ogawa, S. T. Teoh, and K. liu Ma, "Biblioviz: A system for visualizing bibliography information," in In Proceedings of Asia-Pacific Symposium on Information Visualization, 2006, pp. 93--102. Google ScholarDigital Library
- W. Ke, K. Börner, and L. Viswanath, "Major information visualization authors, papers and topics in the acm library," in Proceedings of INFOVIS, 2004. Google ScholarDigital Library
- D. A. Keim, H. Barro, C. Panse, J. Schneidewind, and M. Sips, "Exploring and visualizing the history of infovis," in INFOVIS, 2004. Google ScholarDigital Library
- T. Dwyer, "Extending the wilmascope 3d graph visualisation system: software demonstration," in proceedings of the 2005 Asia-Pacific symposium on Information visualisation - Volume 45, pp. 39--45. Google ScholarDigital Library
- C. Chen, "Citespace ii: Detecting and visualizing emerging trends and transient patterns in scientific literature," Journal of the American Society for Information Science and Technology, vol. 57, pp. 359--377, 2006. Google ScholarDigital Library
- The dblp computer science bibliography. {Online}. Available: http://dblp.uni-trier.de/Google Scholar
- B. Lee, M. Czerwinski, G. Robertson, and B. B. Bederson, "Understanding eight years of infovis conferences using paperlens," in Posters compendium of InfoVis 2004, pp. 53--54. Google ScholarDigital Library
- S. T. Teoh and K.-L. Ma, "One-for-all: Visualization of the information visualization symposia," in Proceedings of INFOVIS, 2004. Google ScholarDigital Library
- P. C. Wong, E. G. Hetzler, C. Posse, M. A. Whiting, S. Havre, N. Cramer, A. R. Shah, M. Singhal, A. Turner, and J. Thomas, "In-spire infovis 2004 contest entry," in Proceedings of INFOVIS, 2004. Google ScholarDigital Library
- C. Wang, J. Han, Y. Jia, J. Tang, D. Zhang, Y. Yu, and J. Guo, "Mining advisor-advisee relationships from research publication networks," in Proceedings of the 16th ACM SIGKDD. ACM, 2010, pp. 203--212. Google ScholarDigital Library
- R. Ichise and H. Takeda, "Community mining tool using bibliography data," in In Proceedings of the 9th International Conference on Information Visualization, 2005. Google ScholarDigital Library
- A. Skupin and S. I. Fabrikant, "Spatialization methods: a cartographic research agenda for non-geographic information visualization," Cartography and Geographic Information Science, vol. 30, pp. 95--119, 2003.Google ScholarCross Ref
- M. Kudelka, Z. Horak, V. Snásel, P. Krömer, J. Platos, and A. Abraham, "Social and swarm aspects of co-authorship network," Logic Journal of the IGPL, vol. 20, no. 3, pp. 634--643, 2012.Google ScholarCross Ref
- J. Tang, J. Zhang, L. Yao, J. Li, L. Zhang, and Z. Su, "Arnetminer: extraction and mining of academic social networks," in Proceedings of the 14th ACM SIGKDD. ACM, 2008, pp. 990--998. Google ScholarDigital Library
- L. Byron and M. Wattenberg, "Stacked graphs 2013; geometry and aesthetics," IEEE Transactions on Visualization and Computer Graphics, vol. 14, no. 6, pp. 1245--1252, 2008. Google ScholarDigital Library
- S. Havre, I. C. Society, E. Hetzler, P. Whitney, and L. Nowell, "Themeriver: Visualizing thematic changes in large document collections," IEEE Transactions on Visualization and Computer Graphics, vol. 8, pp. 9--20, 2002. Google ScholarDigital Library
- J. Leskovec, L. Backstrom, and J. M. Kleinberg, "Meme-tracking and the dynamics of the news cycle," in KDD, 2009, pp. 497--506. Google ScholarDigital Library
- M. Wattenberg, "Baby names, visualization, and social data analysis," in IEEE Symposium on Information Visualization (InfoVis 2005), pp. 1--7. Google ScholarDigital Library
- W. Cui, S. Liu, L. Tan, C. Shi, Y. Song, Z. Gao, H. Qu, and X. Tong, "Textflow: Towards better understanding of evolving topics in text," IEEE Transactions on Visualization and Computer Graphics, vol. 17, no. 12, pp. 2412--2421, 2011. Google ScholarDigital Library
- M. Ogawa and K.-L. Ma, "Software evolution storylines," in Proceedings of SOFTVIS, 2010, pp. 35--42. Google ScholarDigital Library
- J. Blythe, M. Patwardhan, T. Oates, M. Desjardins, and P. Rheingans, "Visualization support for fusing relational, spatio-temporal data: Building career histories," in Information Fusion, 2006 9th International Conference on. IEEE, 2006, pp. 1--7.Google ScholarCross Ref
- N. Yau. (2010) Build your linkedin career tree. {Online}. Available: http://flowingdata.com/2010/11/29/build-your-linkedin-career-tree/Google Scholar
- T. Lin, F. Zou, H. M. Kienle, and H. A. Müller, "A domain-customizable svg-based graph editor for software visualizations," in Proceedings of ICSM, 2008, pp. 466--467.Google Scholar
- R. D. T. Valle, D. G. Passos, C. V. N. de Albuquerque, and D. C. Muchaluat-Saade, "Mesh topology viewer (mtv): an svg-based interactive mesh network topology visualization tool," in Proceedings of ISCC, 2008, pp. 292--297.Google Scholar
- H. Huang, Y. Li, G. Gartner, and Y. Wang, "An svg-based method to support spatial analysis in xml/gml/svg-based webgis," International Journal of Geographical Information Science, vol. 25, no. 10, pp. 1561--1574, 2011.Google ScholarCross Ref
- M. Bostock, V. Ogievetsky, and J. Heer, "D3 data-driven documents," IEEE Trans. Vis. Comput. Graph., vol. 17, no. 12, pp. 2301--2309, 2011. Google ScholarDigital Library
- P. Klein, F. Muller, H. Reiterer, and M. Eibl, "Visual information retrieval with the supertable+ scatterplot," in Proceedings of the Sixth International Conference on Information Visualization, 2002, pp. 70--75.Google ScholarCross Ref
- B. K. Sriperumbudur and I. Steinwart, "Consistency and rates for clustering with dbscan," Journal of Machine Learning Research - Proceedings Track, vol. 22, pp. 1090--1098, 2012.Google Scholar
Index Terms
- Visual exploration of academic career paths
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