Characterization of multinomial exponential families by generalized variance

In this paper, we show that the multinomial exponential families in a d-dimensional linear space are characterized by the determinant of their covariance matrix, named generalized variance.Exponential family Generalized variance Means domain Multinomial distribution Variance function