I have a weighted and undirected graph G
with n
vertices. Two of these vertices are X
and Y
.
I need to find the shortest path that starts at X
, ends at Y
and passes through all the vertices of G (in any order).
How I can do this?
This is not the Travelling Salesman Problemm: I don't need to visit each vertex just once and I don't want to return to the first vertex.
Dijkstra's Algorithm finds the shortest path between a given node (which is called the "source node") and all other nodes in a graph.
The idea is to use Dijkstra's algorithm. In order to find the shortest distance from all vertex to a given destination vertex we reverse all the edges of the directed graph and use the destination vertex as the source vertex in dijkstra's algorithm.
The all pair shortest path algorithm is also known as Floyd-Warshall algorithm is used to find all pair shortest path problem from a given weighted graph. As a result of this algorithm, it will generate a matrix, which will represent the minimum distance from any node to all other nodes in the graph.
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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