Abstract: This paper concerns whether some random variable can be collapsed under the mixed derivative measures of interaction, we will give the necessary and sufficient conditions about both the three dimensional Bernoulli distribution and the Normal distribution. By the mixed derivative measures interaction, we then proved the guess of Gibbs factorization which was described by Frydenberg （1990） with a moderate condition.