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Exploring incomplete data using visualization techniques


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  • Matthias Templ


  • Andreas Alfons
  • Peter Filzmoser
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    Bibliographic Info

    Article provided by Springer in its journal Advances in Data Analysis and Classification.

    Volume (Year): 6 (2012)
    Issue (Month): 1 (April)
    Pages: 29-47

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    Handle: RePEc:spr:advdac:v:6:y:2012:i:1:p:29-47

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    Related research

    Keywords: Visualization; Missing values; Exploring incomplete data; $${{\sf R}}$$ software; 62-XX Statistics; 00A66 Mathematics and visual arts; visualization;

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    1. Hron, K. & Templ, M. & Filzmoser, P., 2010. "Imputation of missing values for compositional data using classical and robust methods," Computational Statistics & Data Analysis, Elsevier, vol. 54(12), pages 3095-3107, December.
    2. Valentin Todorov & Matthias Templ & Peter Filzmoser, 2011. "Detection of multivariate outliers in business survey data with incomplete information," Advances in Data Analysis and Classification, Springer, vol. 5(1), pages 37-56, April.
    3. Hofmann, Heike, 2003. "Constructing and reading mosaicplots," Computational Statistics & Data Analysis, Elsevier, vol. 43(4), pages 565-580, August.
    4. Zeileis, Achim & Hornik, Kurt & Murrell, Paul, 2009. "Escaping RGBland: Selecting colors for statistical graphics," Computational Statistics & Data Analysis, Elsevier, vol. 53(9), pages 3259-3270, July.
    5. Julie Josse & Jérôme Pagès & François Husson, 2011. "Multiple imputation in principal component analysis," Advances in Data Analysis and Classification, Springer, vol. 5(3), pages 231-246, October.
    6. Martin Theus, . "Interactive Data Visualization using Mondrian," Journal of Statistical Software, American Statistical Association, vol. 7(i11).
    7. Domenico Perrotta & Marco Riani & Francesca Torti, 2009. "New robust dynamic plots for regression mixture detection," Advances in Data Analysis and Classification, Springer, vol. 3(3), pages 263-279, December.
    8. David Meyer & Achim Zeileis & Kurt Hornik, . "The Strucplot Framework: Visualizing Multi-way Contingency Tables with vcd," Journal of Statistical Software, American Statistical Association, vol. 17(i03).
    9. Swayne, Deborah F. & Lang, Duncan Temple & Buja, Andreas & Cook, Dianne, 2003. "GGobi: evolving from XGobi into an extensible framework for interactive data visualization," Computational Statistics & Data Analysis, Elsevier, vol. 43(4), pages 423-444, August.
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