Greedy Algorithms Questions Long
The minimum cost to connect all vertices in a graph with weighted edges and vertices can be calculated using a greedy algorithm known as Prim's algorithm or Kruskal's algorithm.
1. Prim's Algorithm:
- Start with an arbitrary vertex and initialize a minimum spanning tree (MST) with this vertex.
- Repeat the following steps until all vertices are included in the MST:
- Find the minimum-weight edge that connects a vertex in the MST to a vertex outside the MST.
- Add this edge and the corresponding vertex to the MST.
- The total weight of all the edges in the MST is the minimum cost to connect all vertices.
2. Kruskal's Algorithm:
- Sort all the edges in non-decreasing order of their weights.
- Initialize an empty MST.
- Iterate through the sorted edges and for each edge:
- If adding this edge to the MST does not create a cycle, add it to the MST.
- Continue until the MST contains all vertices.
- The total weight of all the edges in the MST is the minimum cost to connect all vertices.
Both Prim's and Kruskal's algorithms guarantee to find the minimum cost to connect all vertices in a graph with weighted edges and vertices. However, the choice between the two algorithms depends on the specific requirements and characteristics of the graph.