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Weighted cumulative correspondence analysis based on a particular cumulative power divergence family

Articolo
Data di Pubblicazione:
2022
Abstract:
The Pearson's X2 statistic and the likelihood ratio statistic G2 are most frequently used for testing independence or homogeneity, in two-way contingency table. These indexes are members of a continuous family of Power Divergence (PD) statistics, but they perform badly in studying the association between ordinal categorical variables. Taguchi's and Nair's statistics have been introduced in the literature as simple alternatives to Pearson's index for contingency tables with ordered categorical variables. It's possible to show, using a parameter, how to link Taguchi's and Nair's statistics obtaining a new class calledWeighted Cumulative Chi-Squared (WCCS-type tests). Therefore, the main aim of this paper is to introduce a new divergence family based on cumulative frequencies calledWeighted Cumulative PowerDivergence. Moreover, an extension of Cumulative Correspondence Analysis based on WCCS and further properties are shown
Tipologia CRIS:
01.01 Articolo in rivista
Keywords:
Power divergence family; Cumulative index; Contingency table; Generalized singular value decomposition; Correspondence analysis
Elenco autori:
DELLA RAGIONE, Livia; Meccariello, Giovanni
Autori di Ateneo:
DELLA RAGIONE LIVIA
MECCARIELLO GIOVANNI
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/437408
Pubblicato in:
ANNALS OF OPERATION RESEARCH
Journal
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