STATIS-CNS2: an exploratory analysis technique for qualitative non-symmetric data

Authors

  • Jennyfer Nereida Combariza Área de Postgrado en Estadística y Actuariado de la Facultad de Ciencias Económicas y Sociales de la Universidad Central de Venezuela. Caracas, Venezuela. https://orcid.org/0000-0003-2200-7732
  • Guillermo Ramírez Área de Postgrado en Estadística y Actuariado de la Facultad de Ciencias Económicas y Sociales de la Universidad Central de Venezuela. Caracas, Venezuela. https://orcid.org/0000-0001-5991-3531
  • Maura Vasquez Área de Postgrado en Estadística y Actuariado de la Facultad de Ciencias Económicas y Sociales de la Universidad Central de Venezuela. Caracas, Venezuela. https://orcid.org/0000-0001-5309-3210

DOI:

https://doi.org/10.54139/revinguc.v29i2.174

Keywords:

STATIS, τ Goodman-Kruskal, non-symmetric correspondence analysis

Abstract

The problem raised in this research focuses on the search for a methodology, based on STATIS, that allows comparing and
simultaneously explaining the influence of an explanatory qualitative variable x as determinant of a criterion categorical variable y
on H occasions. To this end, a Frobenius scalar product is defined between the objects, which allows us to conceptualize a statistical distance between objects, based on the Goodman-Kruskal statistic τ.
An application of the proposed technique on a set of real data from the financial field is also presented made up of 4 blocks of
paired data, where each block contains the measurement of two qualitative variables on a sample of 20316 individuals, with the
purpose of measuring the impact it has on the information emanating from the Colombian credit bureaus the segmentation used for the calculation of provisions both in local accounting and accounting under IFRS9 regulations.

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References

N. Lauro, “L’analyse non symetrique des correspondances,” in Data Analysis and Informatics III, ed., E. . C. Diday, Ed. North-Holland: Elsevier, 1984.

Y. Escoufier, “Objectifs et procédures de l’analyse conjointe de plusieurs tableaux de données,” in Statistique et Analyse des Données, ed. France: Association pour la statistique et ses utilisations, 1985, vol. 10, no. 1, pp. 1–10.

L. Goodman and W. Kruskal, “Measures of association for cross classifications, IV: simplification of asymptotic variances,” Journal of the american statistical association, vol. 67, no. 338, pp. 415–421, 1972. https://doi.org/10.2307/2284396

J. Combariza, “Una adaptación del método statis para el análisis no simétrico de bloques de variables cualitativas,” Tesis doctoral, Universidad Central de Venezuela, Caracas, Venezuela, 2019.

Published

2023-02-24

How to Cite

Combariza, J. N., Ramírez, G., & Vasquez, M. (2023). STATIS-CNS2: an exploratory analysis technique for qualitative non-symmetric data. Revista Ingeniería UC, 29(2), 168–183. https://doi.org/10.54139/revinguc.v29i2.174

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Section

Artículos