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This is the Traveling Salesman Problem which gives the shortest possible route among a set of cities where every city is visited atleast once and the starting city is returned to
It is done by using the Held-Karp algo, with memorization
This approach is much more efficient than the brute-force approach for small to moderately sized instances of TSP.