Shortest path with exactly k edges in a directed and weighted graph - GeeksforGeeks


Shortest path with exactly k edges in a directed and weighted graph - GeeksforGeeks
Given a directed and two vertices 'u' and 'v' in it, find shortest path from 'u' to 'v' with exactly k edges on the path.

DP: The idea is to build a 3D table where first dimension is source, second dimension is destination, third dimension is number of edges from source to destination, and the value is count of walks. 
int shortestPath(int graph[][V], int u, int v, int k)
{
    // Table to be filled up using DP. The value sp[i][j][e] will store
    // weight of the shortest path from i to j with exactly k edges
    int sp[V][V][k+1];
    // Loop for number of edges from 0 to k
    for (int e = 0; e <= k; e++)
    {
        for (int i = 0; i < V; i++)  // for source
        {
            for (int j = 0; j < V; j++) // for destination
            {
                // initialize value
                sp[i][j][e] = INF;
                // from base cases
                if (e == 0 && i == j)
                    sp[i][j][e] = 0;
                if (e == 1 && graph[i][j] != INF)
                    sp[i][j][e] = graph[i][j];
                //go to adjacent only when number of edges is more than 1
                if (e > 1)
                {
                    for (int a = 0; a < V; a++)
                    {
                        // There should be an edge from i to a and a
                        // should not be same as either i or j
                        if (graph[i][a] != INF && i != a &&
                            j!= a && sp[a][j][e-1] != INF)
                          sp[i][j][e] = min(sp[i][j][e], graph[i][a] +
                                                       sp[a][j][e-1]);
                    }
                }
           }
        }
    }
    return sp[u][v][k];
}

O(Vk): The idea is to browse through all paths of length k from u to v using the approach discussed in theprevious post and return weight of the shortest path. A simple solution is to start from u, go to all adjacent vertices and recur for adjacent vertices with k as k-1, source as adjacent vertex and destination as v. 
/ A naive recursive function to count walks from u to v with k edges
int shortestPath(int graph[][V], int u, int v, int k)
{
   // Base cases
   if (k == 0 && u == v)             return 0;
   if (k == 1 && graph[u][v] != INF) return graph[u][v];
   if (k <= 0)                       return INF;
   // Initialize result
   int res = INF;
   // Go to all adjacents of u and recur
   for (int i = 0; i < V; i++)
   {
       if (graph[u][i] != INF && u != i && v != i)
       {
           int rec_res = shortestPath(graph, i, v, k-1);
           if (rec_res != INF)
              res = min(res, graph[u][i] + rec_res);
       }
   }
   return res;
}

Using DFS:
https://github.com/dheeraj9198/Algorithms-and-Data-Structures-in-Java/blob/master/src/Graph/ShortestPathWithExactlyKEdges.java

Related: Count all possible walks from a source to a destination with exactly k edges
Read full article from Shortest path with exactly k edges in a directed and weighted graph - GeeksforGeeks

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