Bellman-Ford Algorithm
This algorithm iterates on the no. of edges in a path to get the shortest path. Since the no. of hops possible is limited (cycles are implicitly not allowed), the algorithm terminates giving the direct path.
Notation:
d i,j = Length of path between nodes i and j, indicating the cost of the link. h = Number of hops.
D[ i,h] = Shortest path length from node i to node 1, with upto 'h' hops. D[ 1,h] = 0 for all h .
Algorithm :
Initial condition : D[ i, 0] = infinity, for all i ( i != 1 )
Iteration : D[i, h+1] = min { di,j + D[j,h] } over all values of j .
Termination : The algorithm terminates when D[i, h] = D [ i, h+1] for all i .
Principle:
For 0 hops, the minimum length path has length of time without end, for every node. For one hop the shortest-path length related with a node is equal to the length of the edge among that node and node 1. after this, we increment the no. of hops allowed, (from h to h+1 ) and find out whether a shorter path exists through every of the other nodes. If it exists, say through node 'j', then its length must be the sum of the lengths among these 2 nodes (i.e. di,j ) and the shortest path between j and 1 obtainable in up to h paths. If such a path does not exist, then the path length remains the same. The algorithm is confident to terminate, since there are highest N nodes, and so N-1 paths. It has time complexity of O ( N3 ) .
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