We propose a probability distribution for multivariate binary random variables. The is expressed as principal minors of the parameter matrix, which matrix analogous to inverse covariance in Gaussian distribution. In our model, partition function, central moments, and marginal conditional distributions are analytically. That is, summation over all possible states not necessary obtaining function...