The popular tensor train (TT) and ring (TR) decompositions have achieved promising results in science engineering. However, TT TR only establish an operation between adjacent two factors are highly sensitive to the permutation of modes, leading inadequate inflexible representation. In this paper, we propose a generalized decomposition, which decomposes Nth-order into set establishes any factors...