Introduction
Prim's Algorithm: Prim's Algorithm is a greedy algorithm used to find the Minimum Spanning Tree (MST) of a connected, weighted graph. It ensures that the total weight of the tree is minimized while connecting all vertices.
This algorithm starts with a single vertex and grows the MST by adding the smallest edge that connects a vertex in the tree to a vertex outside the tree.
How does it work?
- Start with an arbitrary vertex and mark it as part of the MST.
- Find the smallest edge that connects a vertex in the MST to a vertex outside the MST.
- Add the selected edge and the connected vertex to the MST.
- Repeat the process until all vertices are included in the MST.
Important Observations
- The graph must be connected for the algorithm to work.
- The algorithm guarantees the MST for weighted graphs.
- It uses a priority queue to efficiently select the smallest edge.
Key Characteristics:
- Greedy algorithm for MST construction.
- Efficient for dense graphs.
- Can handle both directed and undirected graphs.
Advantages:
- Accurate and reliable for MST construction.
- Works well for dense graphs.
- Time complexity is manageable for medium-sized graphs.
Disadvantages:
- Not suitable for disconnected graphs.
- Can be slow for very large graphs.
Time Complexity:
- Using a simple array: O(V²), where V is the number of vertices.
- Using a priority queue: O((V + E) log V), where E is the number of edges.