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Measures of Imbalance for Unbalanced Models
Authors:Prof A I Khuri
Abstract:In this paper we present a procedure to measure the degree of imbalance of an unbalanced data set. The procedure is based on choosing an appropriate loglinear model for the subclass frequencies of the data. A measure of imbalance is then introduced as some function of the chi-squared statistic used in the goodness-of-fit test for the loglinear model. The proposed procedure can also be used to measure departures from certain types of balance, such as proportionality of subclass frequencies, partial balance, and last-stage uniformity.
Keywords:Unbalanced data  Nested models  Cross-classification models  Loglinear models  Chi-squared statistic
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