Our concern is to solve the problem of the typing of deoxyribonucleic acid (DNA) sequences in a laboratory setting. Here we try to find solution algorithms for the classification of restriction patterns which forms part of the above-mentioned problem, in order to evaluate the amount of information generated by a given restriction enzyme. A distance matrix is generated by comparison of each restriction pattern and used to classify the patterns according to their similarity. This problem can be mapped to the Traveling Salesman Problem (TSP). Several known and new solution algorithms have been tested. Interestingly, a very simple and modified nearest neighbor analysis performed best for this kind of problem. However, when the distance matrix is replaced by a "distinction matrix" (expresses directly with the help of a threshold function the similarity (0) or dissimilarity (1) between restriction patterns) the results of at least one local search algorithm are dramatically improved.