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The Impact of Dimensionality and Color Coding of Information Visualizations on Knowledge Acquisition

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Knowledge and Information Visualization

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 3426))

Abstract

Up to now, information visualizations have been mainly used to support information retrieval. In the study presented here, we investigate whether information visualizations can also be used to aid in acquiring knowledge, that is, in memorizing and understanding large abstract data structures. Furthermore, we address the issue of how information visualizations have to be designed in order to support knowledge acquisition of abstract data. To this end, we conducted an experimental study investigating the influence of the factors “dimensionality” and “color coding”. The domain was the building industry. The study provided evidence that information visualizations may foster knowledge acquisition and that two-dimensional information visualizations are better suited for supporting knowledge acquisition than three-dimensional ones. In addition, we found a marginal main effect of color coding, that is, the use of color coding slightly increased performance in a knowledge test. To conclude our analysis, we will outline how information visualizations for fostering knowledge acquisition can benefit from the field of knowledge visualization.

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References

  • Amorim, M.-A., Trumbore, B., Chogyen, P.L.: Cognitive repositioning inside a “Desktop” VE: The constraints introduced by first- vs. third-person imagery and mental representation richness. Presence 9, 165–186 (2000)

    Article  Google Scholar 

  • Baddeley, A.D.: Human memory. Allyn & Bacon, Boston (1998)

    Google Scholar 

  • Bäumler, G.: Lern- und Gedächtnistest LGT-3. Hogrefe, Göttingen (1974)

    Google Scholar 

  • Bundesen, C., Pedersen, L.F.: Color segregation and visual search. Perception and Psychophysics 33, 487–493 (1983)

    Article  Google Scholar 

  • Card, S.K., Mackinlay, J.D., Shneiderman, B.: Information visualization. In: Card, S.K., Mackinlay, J.D., Shneiderman, B. (eds.) Information visualization. Using vision to think, pp. 1–34. Morgan Kaufmann, San Francisco (1999)

    Google Scholar 

  • Carter, R.C.: Visual search with color. Journal of Experimental Psychology: Human Perception and Performance 8, 127–136 (1982)

    Article  Google Scholar 

  • Cockburn, A., McKenzie, B.: 3D or not 3D? Evaluating the effect of the third dimension in a document management system. In: Tremaine, M. (ed.) Proceedings of CHI 2001, ACM Conference on Human Factors in Computing Systems, pp. 434–441. ACM Press, New York (2001)

    Chapter  Google Scholar 

  • Cockburn, A., McKenzie, B.: Evaluating the effectiveness of spatial memory in 2D and 3D physical and virtual environments. In: Wixon, D. (ed.) Proceedings of CHI 2002, ACM Conference on Human Factors in Computing Systems, pp. 203–210. ACM Press, New York (2002)

    Google Scholar 

  • Cockburn, A., McKenzie, B.: Evaluating spatial memory in two and three dimensions. International Journal of Human-Computer Studies 61, 359–373 (2004)

    Article  Google Scholar 

  • Cuban, L.: Teachers and machines. The classroom use of technology since 1920. Teachers College Press, New York (1986)

    Google Scholar 

  • Däßler, R., Palm, H.: Virtuelle Informationsräume mit VRML: Informationen recherchieren und präsentieren in 3D. dpunkt-Verlag, Heidelberg (1998)

    Google Scholar 

  • Engelkamp, J.: Das menschliche Gedächtnis. Das Erinnern von Sprache, Bildern und Handlungen. Hogrefe, Göttingen (1990)

    Google Scholar 

  • Hanna, A., Remington, R.: The representation of color and form in long-term memory. Memory and Cognition 24, 322–330 (1996)

    Article  Google Scholar 

  • Holley, C.D., Dansereau, D.F.: The development of spatial learning strategies. In: Holley, C.D., Dansereau, D.F. (eds.) Spatial learning strategies. Techniques, applications, and related issues, pp. 3–19. Academic Press, New York (1984)

    Google Scholar 

  • Landau, B., Jackendoff, B.: “What” and “where” in spatial language and spatial cognition. Behavioral and Brain Sciences 16, 217–265 (1993)

    Article  Google Scholar 

  • Larkin, J.H., Simon, H.A.: Why a diagram is (sometimes) worth ten thousand words. Cognitive Science 11, 65–99 (1987)

    Article  Google Scholar 

  • Le Grand, B., Soto, M.: Navigation in huge information hierarchies. Application to network management. In: Proceedings ACM Workshop on New Paradigms in Information Visualization and Manipulation (NPIVM 1999), pp. 56–61. ACM Press, Kansas (1999)

    Google Scholar 

  • Logie, R.H.: Visuo-spatial working memory. Erlbaum, Hove (1995)

    Google Scholar 

  • Mayer, R.E.: Multimedia learning. Cambridge University Press, Cambridge (2001)

    Google Scholar 

  • Park, S.H., Woldstad, J.C.: Multiple two-dimensional displays as an alternative to three-dimensional displays in telerobotic tasks. Human Factors 42, 592–603 (2000)

    Article  Google Scholar 

  • Sweller, J., Chandler, P.: Why some material is difficult to learn. Cognition and Instruction 12(3), 185–233 (1994)

    Article  Google Scholar 

  • Sweller, J., van Merriënboer, J.J.G., Paas, F.W.C.: Cognitive architecture and instructional design. Educational Psychology Review 10, 251–296 (1998)

    Article  Google Scholar 

  • Treisman, A.: Properties, parts, and objects. In: Boff, K.R., Kaufman, L., Thomas, F.P. (eds.) Handbook of perception and human performance. Clarendon, Oxford (1987)

    Google Scholar 

  • Treisman, A., Gormican, S.: Feature analysis in early vision. Evidence from search asymmetries. Psychological Review 95, 15–48 (1988)

    Article  Google Scholar 

  • Ungerleider, L.G., Mishkin, M.: Two cortical visual systems. In: Ingle, D.J., Goodale, M.A., Mansfield, R.J.W. (eds.) Analysis of visual behaviour, pp. 549–586. MIT Press, Cambridge (1982)

    Google Scholar 

  • Wiss, U., Carr, D., Jonsson, H.: Evaluating Three-Dimensional Information Visualization Designs: A Case Study of Three Designs. In: Banissi, E. (ed.) Proceedings IEEE International Conference on Information Visualization, pp. 137–145. IEEE, Washington (1998)

    Google Scholar 

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Keller, T., Grimm, M. (2005). The Impact of Dimensionality and Color Coding of Information Visualizations on Knowledge Acquisition. In: Tergan, SO., Keller, T. (eds) Knowledge and Information Visualization. Lecture Notes in Computer Science, vol 3426. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11510154_9

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  • DOI: https://doi.org/10.1007/11510154_9

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-26921-2

  • Online ISBN: 978-3-540-31962-7

  • eBook Packages: Computer ScienceComputer Science (R0)

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