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Model Selection and Interpretation

  • Cody S. Ding
Chapter

Abstract

Concepts of MDS model fit are discussed, along with various fit indices. Interpretation of MDS solutions is explained; particularly I highlight the point that MDS is a visual tool using a two-dimensional space and interpretation should focus on clustering patterns of the MDS solution.

Keyword

MDS fit indices Interpretation Clustering pattern 

References

  1. Busing, F. M. T. A., Groenen, P. J. K., & Heiser, W. J. (2005a). Avoiding degeneracy in multidimensional unfolding by penalizing on the coefficient of variation. Psychometrika, 70(1), 71–98.MathSciNetCrossRefGoogle Scholar
  2. Busing, F. M. T. A., Heiser, W. J., Neufeglise, P., & Meulman, J. J. (2005b). PREFSCAL: Program for metric and nonmetric multidimensional unfolding, including individual differences modeling and fixed coordinates (Version 14). Chicago, IL: SPSS Inc.. Retrieved from http://publib.boulder.ibm.com/infocenter/spssstat/v20r0m0/index.jsp?topic=%2Fcom.ibm.spss.statistics.help%2Fsyn_prefscal.htm.Google Scholar
  3. Davison, M. L., Gasser, M., & Ding, S. (1996). Identifying major profile patterns in a population: An exploratory study of WAIS and GATB patterns. Psychological Assessment, 8, 26–31.CrossRefGoogle Scholar
  4. DeSarbo, W. S., Young, M. R., & Rangaswamy, A. (1997). A parametric multidimensional unfolding procedure for incomplete nonmetric preference/choice set data. Marketing Research, 34(4), 499–516.CrossRefGoogle Scholar
  5. Ding, C. (2006). Multidimensional scaling modelling approach to latent profile analysis in psychological research. International Journal of Psychology, 41(3), 226–238.CrossRefGoogle Scholar
  6. Guttman, L. (1968). A general non-metric technique for finding the smallest co-ordinate space for a configuration of points. Psychometrika, 33, 469–506.CrossRefGoogle Scholar
  7. Kruskal, J. B. (1964). Nonmetric scaling: A numerical method. Psychometrika, 29, 28–42.MathSciNetzbMATHGoogle Scholar
  8. Scheier, M. F., Carver, C. S., & Bridges, M. W. (1994). Distinguishing optimism from neuroticism (and trait anxiety, self-mastery, and self-esteem): A re-evaluation of the Life Orientation Test. Journal of Personality and Social Psychology, 67, 1063–1078.CrossRefGoogle Scholar
  9. Shepard, R. N. (1974). Representation of structure in similarity data: Problems and prospects. Psychometrika, 39, 373–421.MathSciNetCrossRefGoogle Scholar
  10. Takane, Y., Young, F. W., & De Leeuw, J. (1977). Nonmetric individual differences multidimensional scaling: An alternating least squares method with optimal scaling features. Psychometrika, 42, 7–67.CrossRefGoogle Scholar

Copyright information

© Springer International Publishing AG, part of Springer Nature 2018

Authors and Affiliations

  • Cody S. Ding
    • 1
    • 2
  1. 1.Department of Education Science and Professional ProgramUniversity of Missouri-St. LouisSt. LouisUSA
  2. 2.Center for NeurodynamicsUniversity of Missouri-St. LouisSt. LouisUSA

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