Can you explain the Bellman-Ford algorithm in C++?
Sure! The Bellman-Ford algorithm is used to find the shortest path from a single source vertex to all other vertices in a weighted graph, even if the graph contains negative weight edges.
How does it handle negative weight cycles?
The Bellman-Ford algorithm can detect negative weight cycles. If it finds a shorter path after V-1 iterations (where V is the number of vertices), it indicates a negative cycle.
Can you show me a simple implementation in C++?
Absolutely! Here's a basic implementation:
#include <iostream>
#include <vector>
#include <climits>
using namespace std;
void bellmanFord(vector<vector<int>>& edges, int V, int E, int src) {
vector<int> dist(V, INT_MAX);
dist[src] = 0;
for (int i = 1; i <= V - 1; i++) {
for (int j = 0; j < E; j++) {
int u = edges[j][0];
int v = edges[j][1];
int weight = edges[j][2];
if (dist[u] != INT_MAX && dist[u] + weight < dist[v]) {
dist[v] = dist[u] + weight;
}
}
}
// Check for negative-weight cycles
for (int j = 0; j < E; j++) {
int u = edges[j][0];
int v = edges[j][1];
int weight = edges[j][2];
if (dist[u] != INT_MAX && dist[u] + weight < dist[v]) {
cout << "Graph contains negative weight cycle";
return;
}
}
// Print the distance array
for (int i = 0; i < V; i++) {
cout << "Distance from source to vertex " << i << " is " << dist[i] << endl;
}
}
What are the time and space complexities of this algorithm?
The time complexity of the Bellman-Ford algorithm is O(V * E), where V is the number of vertices and E is the number of edges. The space complexity is O(V) for storing the distance values.
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