In this paper, the authors deal with the generation of permutations and involutions with dependence degree >1. For permutation, they first give a method of generating a kind of permutations with the same dependence degree by affine transformations to a given permutation, then a recursive method of generating higher dimensional permutations from lower ones, and numbers of permutations generated by these methods are evaluated. For involution, the authors give a method of generating involutions with dependence degree >1 by making p disjoint transpositions with the same distance from fixed points of a given involution, and a loose lower bound of numbers of such generated involutions.