A matrix-valued Bernoulli distribution

Abstract

Matrix-valued distributions are used in continuous multivariate analysis to model sample data matrices of continuous measurements; their use seems to be neglected for binary, or more generally categorical, data. In this paper we propose a matrix-valued Bernoulli distribution, based on the log-linear representation introduced by Cox (1972) for the Multivariate Bernoulli distribution with correlated components.