How to validate algorithm ant colony optimization vs parallelism ant colony optimization for reduction of dimensionality

I am using the ant colony algorithm for the reduction of dimensionality, and I am going to compare it with an ant colony algorithm but parallel. My question is, what type of database should I use??? and as valid these algorithms???. Help please, it is to present in a paper.