The study of solutions to equations only in the positive integers, or other subsets of integers also falls under Diophantine equations, as far as I know.
Subset sum problems are obviously decidable since the number of values that must be tried to find a solution is finite. However, subset sum is NP complete even when restricted to positive integers [Garey and Johnson, p223] so there is no polynomial time algorithm.