Prove that the Hamiltonian Path is NP-Complete in TOC

Data Structure AlgorithmsComputer ScienceComputers

A Hamilton cycle is a round trip path along n edges of graph G which visits every vertex once and returns to its starting vertex

Example

Given below is an example of the Hamilton cycle path −

Hamilton cycle path: 1,2,8,7,6,5,4,3,1

TSP is NP-Complete

The travelling salesman problem (TSP) is having a salesman and a set of cities. The salesman needs to visit each one of the cities starting from a certain one and returning to the same city i.e. back to starting position. The challenge of this problem is that the travelling salesman wants to minimise the total length of the trip.

Proof

To prove TSP is NP-Complete, first try to prove TSP belongs to Non-deterministic Polynomial (NP).

In TSP, we have to find a tour and check that the tour contains each vertex once.

Then, we calculate the total cost of the edges of the tour. Finally, we check if the cost is minimum or not. This can be done in polynomial time.

Therefore, TSP belongs to NP.

Next, we have to prove that TSP is NP-hard.

To prove this, one way is to show that the Hamiltonian cycle ≤p TSP (as we know that the Hamiltonian cycle problem is NP Complete).

Assume G = (V, E) to be an instance of the Hamiltonian cycle.

Hence, an instance of TSP is constructed. We can create the complete graph G' = (V, E'), where

E′={(i,j):i,j∈Vandi≠j
Thus, the cost function is defined as follows:
t(i,j)= 0 if (i,j) ∈ E
   =1 otherwise

Now, assume that a Hamiltonian cycle H exists in G. The cost of each edge in H is 0 in G' as each edge belongs to E. Therefore, H is having a cost of 0 in G'. Thus, if graph G has a Hamiltonian cycle, then graph G' has a tour of 0 cost.

Now let us assume that G' has a tour H’ of cost at most 0. The cost of edges in E' are 0 and 1 by definition. Hence, each edge must have a cost of 0 as the cost of H’ is 0. We finally conclude that H' contains only edges in E.

Finally proved that G has a Hamiltonian cycle, if and only if G' has a tour of cost at most 0. TSP is NP-complete.

raja
Published on 14-Jun-2021 11:54:40
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