Based on the independence definition of bivariate random variables, according to the relationship between the joint probability distribution and marginal probability distribution, the critical theorem is introduced for the independence of bivariate discrete random variables. With the concept of the joint probability distribution matrix, the new methods of judging independence are given from the aspect of matrix representation, the rank of matrix and linear relations among vectors.