Introduction to Multivariate Network Visualization

  • Andreas Kerren
  • Helen C. Purchase
  • Matthew O. Ward
Part of the Lecture Notes in Computer Science book series (LNCS, volume 8380)

Abstract

Information visualization focuses on the use of techniques to help people understand and analyze data. This chapter puts multivariate networks in the context of the aims of information visualization research, providing both formal and informal definitions of such networks. In addition, existing techniques for visualizing multivariate networks are described and classified.

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References

  1. 1.
    Abello, J., van Ham, F.: Matrix zoom: A visual interface to semi-external graphs. In: Proceedings of the IEEE Symposium on Information Visualization, pp. 183–190. IEEE Computer Society, Los Alamitos (2004)CrossRefGoogle Scholar
  2. 2.
    Borisjuk, L., Hajirezaei, M.R., Klukas, C., Rolletschek, H., Schreiber, F.: Integrating data from biological experiments into metabolic networks with the dbe information system. In Silico Biol. 5(2), 93–102 (2005)Google Scholar
  3. 3.
    Chambers, J.M., Cleveland, W.S., Kleiner, B., Tukey, P.A.: Graphical Methods for Data Analysis. Wadsworth, Belmont (1983)MATHGoogle Scholar
  4. 4.
    Chaomei, C.: Information Visualization. Beyond the Horizon, 2nd edn. Springer, Heidelberg (2004)Google Scholar
  5. 5.
    Chernoff, H.: The use of faces to represent points in k-dimensional space graphically. Journal of the American Statistical Association 68, 361–368 (1973)CrossRefGoogle Scholar
  6. 6.
    Cleveland, W.C., McGill, M.E.: Dynamic Graphics for Statistics. CRC Press, Inc., Boca Raton (1988)Google Scholar
  7. 7.
    Battista, G.D., Eades, P., Tamassia, R., Tollis, I.G.: Graph Drawing: Algorithms for the Visualization of Graphs. Prentice Hall (1999)Google Scholar
  8. 8.
    Dwyer, T., Hong, S.H., Koschützki, D., Schreiber, F., Xu, K.: Visual analysis of network centralities. In: Misue, K., Sugiyama, K., Tanaka, J. (eds.) Proceedings of the 2006 Asia-Pacific Symposium on Information Visualisation (APVis 2006). ACM International Conference Proceeding Series, pp. 189–198. Australian Computer Society, Darlinghurst (2006)Google Scholar
  9. 9.
    Görg, C., Pohl, M., Qeli, E., Xu, K.: Visual Representations. In: Kerren et al. [17], pp. 163–230Google Scholar
  10. 10.
    Inselberg, A., Dimsdale, B.: Parallel coordinates: A tool for visualizing multi-dimensional geometry. In: IEEE Visualization, pp. 361–378 (1990)Google Scholar
  11. 11.
    Johnson, B., Shneiderman, B.: Tree-maps: a space-filling approach to the visualization of hierarchical information structures. In: Proceedings of the 2nd Conference on Visualization 1991, VIS 1991, pp. 284–291. IEEE Computer Society Press, Los Alamitos (1991)Google Scholar
  12. 12.
    Jusufi, I.: Multivariate Networks: Visualization and Interaction Techniques. Ph.D. Thesis, Linnaeus University, Växjö, Sweden (2013)Google Scholar
  13. 13.
    Jusufi, I., Kerren, A., Zimmer, B.: Multivariate Network Exploration with JauntyNets. In: Proceedings of the 17th International Conference on Information Visualisation (IV 2013), pp. 19–27. IEEE Computer Society Press, Los Alamitos (2013)CrossRefGoogle Scholar
  14. 14.
    Kaufmann, M., Wagner, D. (eds.): Drawing Graphs. LNCS, vol. 2025. Springer, Heidelberg (2001)MATHGoogle Scholar
  15. 15.
    Keim, D.A.: Information visualization and visual data mining. IEEE Transactions on Visualization and Computer Graphics 7(1), 1–8 (2002)MathSciNetCrossRefGoogle Scholar
  16. 16.
    Keim, D.A., Hao, M.C., Dayal, U., Hsu, M.: Pixel bar charts: A visualization technique for very large multi-attribute data sets? Information Visualization 1(1), 20–34 (2002)CrossRefGoogle Scholar
  17. 17.
    Kerren, A., Ebert, A., Meyer, J. (eds.): Human-Centered Visualization Environments. LNCS, vol. 4417. Springer, Heidelberg (2007)Google Scholar
  18. 18.
    Kerren, A., Schreiber, F.: Network visualization for integrative bioinformatics. In: Chen, M., Hofestädt, R. (eds.) Approaches in Integrative Bioinformatics, pp. 173–202. Springer, Heidelberg (2014)CrossRefGoogle Scholar
  19. 19.
    Kerren, A., Stasko, J.T., Fekete, J.-D., North, C. (eds.): Information Visualization. LNCS, vol. 4950. Springer, Heidelberg (2008)Google Scholar
  20. 20.
    Koschützki, D., Schreiber, F.: Comparison of centralities for biological networks. In: R. Giegerich, J.S. (ed.) Proc. German Conf. Bioinformatics (GCB 2004). pp. 199–206 (2004)Google Scholar
  21. 21.
    Mardia, K.V.: Multivariate Analysis. Academic Press (1979)Google Scholar
  22. 22.
    Newman, M.E.J.: Networks: An Introduction. Oxford University Press (2010)Google Scholar
  23. 23.
    Novak, J.D.: Learning, Creating, and Using Knowledge: Concept Maps as Facilitative Tools in Schools and Corporations, 2nd edn. Routledge (2010)Google Scholar
  24. 24.
    Pickett, R.M., Grinstein, G.G.: Iconographic displays for visualizing multidimensional data. In: Proceedings of the 1988 IEEE International Conference on Systems, Man, and Cybernetics, vol. 1, pp. 514–519 (1988)Google Scholar
  25. 25.
    Roberts, J.C.: Exploratory visualization with multiple linked views. In: MacEachren, A., Kraak, M.-J., Dykes, J. (eds.) Exploring Geovisualization, ch. 8, pp. 159–180. Elseviers (2004)Google Scholar
  26. 26.
    Rohrschneider, M., Ullrich, A., Kerren, A., Stadler, P.F., Scheuermann, G.: Visual network analysis of dynamic metabolic pathways. In: Bebis, G., et al. (eds.) ISVC 2010, Part I. LNCS, vol. 6453, pp. 316–327. Springer, Heidelberg (2010)CrossRefGoogle Scholar
  27. 27.
    Shannon, R., Holland, T., Quigley, A.: Multivariate graph drawing using parallel coordinate visualisations. Tech. Rep. 2008-6, University College Dublin, School of Computer Science and Informatics (2008), http://www.csi.ucd.ie/files/ucd-csi-2008-6.pdf
  28. 28.
    Shneiderman, B., Aris, A.: Network visualization by semantic substrates. IEEE Transactions on Visualization and Computer Graphics 12, 733–740 (2006)CrossRefGoogle Scholar
  29. 29.
    Spence, R.: Information Visualization: Design for Interaction, 2nd edn. Prentice Hall (2007)Google Scholar
  30. 30.
    Stasko, J.T., Catrambone, R., Guzdial, M., Mcdonald, K.: An evaluation of space-filling information visualizations for depicting hierarchical structures. International Journal of Human-Computer Studies 53, 663–694 (2000)CrossRefMATHGoogle Scholar
  31. 31.
    Ward, M., Grinstein, G., Keim, D.A.: Interactive Data Visualization: Foundations, Techniques, and Application. A.K. Peters, Ltd. (2010)Google Scholar
  32. 32.
    Ware, C.: Information Visualization: Perception for Design, 2nd edn. Morgan Kaufmann (2004)Google Scholar
  33. 33.
    Wattenberg, M.: Visual exploration of multivariate graphs. In: CHI 2006: Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, pp. 811–819. ACM, New York (2006)Google Scholar
  34. 34.
    Williams, M., Munzner, T.: Steerable, progressive multidimensional scaling. In: Proceedings of the IEEE Symposium on Information Visualization (InfoVis 2004), pp. 57–64. IEEE Computer Society Press (2004)Google Scholar

Copyright information

© Springer International Publishing Switzerland 2014

Authors and Affiliations

  • Andreas Kerren
  • Helen C. Purchase
  • Matthew O. Ward

There are no affiliations available

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