Find the shortest path in a graph visiting all nodes

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囚心锁ツ
囚心锁ツ 2021-01-13 09:45

I have a weighted and undirected graph G with n vertices. Two of these vertices are X and Y.
I need to find the short

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  • 2021-01-13 10:05

    This problem is basically NP-Hard, I am going to give a sketch of a proof (and not a proper reduction), that explains that unless P = NP, there is no polynomial solution to this problem.

    Assume torwards contradiction that this problem can be solved in polynomial time O(P(n)) by some algorithm A(G,x,y)

    Define the following algorithm:

    HamiltonianPath(G):
      for each pair (x,y):
          if A(G(x,y) == |V| - 1):
              return true
      return false
    

    This algorithm solves Hamiltonian Path Problem.

    -> If there is a path between some pair x,y that goes through all nodes and its length is exactly |V|, it means it did not use any vertex twice, and the path found is Hamiltonian.

    <- If there is a Hamiltonian Path v1->v2->...->vn, then when invoking A(G,v1,vn), you will find the shortest possible path, which its length is at most |V|-1 (and it cannot be less because it needs to go through all vertices), and the algorithm will yield true.

    Complexity:

    Complexity of the algorithm is O(n^2 * P(n)), which is polynomial time.

    So, assuming such an algorithm exists, Hamiltonian Path can be solved in polynomial time, and since it (Hamiltonian Path Problem) is NP-Complete, P=NP.

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  • 2021-01-13 10:05

    Try to look at Dijkstra's algorithm

    The basic idea is to filter the routes that traverse all the nodes and get the route with the shortest path.

    Bu actually this may be not an optimal way.

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