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Dandelion plot: a method for the visualization of R-mode exploratory factor analyses

Author

Listed:
  • Artür Manukyan
  • Erhan Çene
  • Ahmet Sedef
  • Ibrahim Demir

Abstract

One of the important aspects of exploratory factor analysis (EFA) is to discover underlying structures in real life problems. Especially, R-mode methods of EFA aim to investigate the relationship between variables. Visualizing an efficient EFA model is as important as obtaining one. A good graph of an EFA should be simple, informative and easy to interpret. A few number of visualization methods exist. Dandelion plot, a novel method of visualization for R-mode EFA, is used in this study, providing a more effective representation of factors. With this method, factor variances and factor loadings can be plotted on a single window. The representation of both positivity and negativity among factor loadings is another strength of the method. Copyright Springer-Verlag Berlin Heidelberg 2014

Suggested Citation

  • Artür Manukyan & Erhan Çene & Ahmet Sedef & Ibrahim Demir, 2014. "Dandelion plot: a method for the visualization of R-mode exploratory factor analyses," Computational Statistics, Springer, vol. 29(6), pages 1769-1791, December.
    • Handle: RePEc:spr:compst:v:29:y:2014:i:6:p:1769-1791
    DOI: 10.1007/s00180-014-0518-x
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    References listed on IDEAS

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    1. Epskamp, Sacha & Cramer, Angélique O.J. & Waldorp, Lourens J. & Schmittmann, Verena D. & Borsboom, Denny, 2012. "qgraph: Network Visualizations of Relationships in Psychometric Data," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 48(i04).
    2. John Horn, 1965. "A rationale and test for the number of factors in factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 30(2), pages 179-185, June.
    3. A. Hakstian & Robert Abell, 1974. "A further comparison of oblique factor transformation methods," Psychometrika, Springer;The Psychometric Society, vol. 39(4), pages 429-444, December.
    4. Peres-Neto, Pedro R. & Jackson, Donald A. & Somers, Keith M., 2005. "How many principal components? stopping rules for determining the number of non-trivial axes revisited," Computational Statistics & Data Analysis, Elsevier, vol. 49(4), pages 974-997, June.
    5. Henry Kaiser, 1958. "The varimax criterion for analytic rotation in factor analysis," Psychometrika, Springer;The Psychometric Society, vol. 23(3), pages 187-200, September.
    6. Harry Harman & Wayne Jones, 1966. "Factor analysis by minimizing residuals (minres)," Psychometrika, Springer;The Psychometric Society, vol. 31(3), pages 351-368, September.
    7. Klinke, Sigbert & Wagner, Cornelia, 2008. "Visualizing exploratory factor analysis models," SFB 649 Discussion Papers 2008-012, Humboldt University Berlin, Collaborative Research Center 649: Economic Risk.
    8. Basto, Mário & Pereira, José Manuel, 2012. "An SPSS R-Menu for Ordinal Factor Analysis," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 46(i04).
    9. Wayne Velicer, 1976. "Determining the number of components from the matrix of partial correlations," Psychometrika, Springer;The Psychometric Society, vol. 41(3), pages 321-327, September.
    10. Udina, Frederic, 2005. "Interactive Biplot Construction," Journal of Statistical Software, Foundation for Open Access Statistics, vol. 13(i05).
    Full references (including those not matched with items on IDEAS)

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