Abstract
This paper proposes test statistics for goodness-of-fit of the multinomial distribution based on the J-divergence. It derives the asymptotic distribution of the statistics under a simple null hypothesis Hs0 and its local alternatives Hs1, n. It also derives the asymptotic distribution of the statistics under a composite null hypothesis Hc0 and its local alternatives Hc1, n.