What is the difference between dijkstra's algorithm and Prim's algorithm in C?
Table of Contents
- 1. Dijkstra's Algorithm
- 2. Prim's Algorithm
- Key Differences Between Dijkstra's and Prim's Algorithm
- C Code Implementation Examples
- Conclusion
1. Dijkstra's Algorithm
Purpose:
Dijkstra’s algorithm is used to find the shortest path from a single source to all other vertices in a weighted graph.
Working Mechanism:
- Starts from a single source vertex.
- Uses a priority queue (min-heap) to select the next vertex with the minimum distance.
- Updates the shortest distance of its adjacent vertices.
- Repeats the process until all vertices are processed.
Time Complexity:
- O(V²) (using an adjacency matrix and simple search).
- O((V + E) log V) (using a priority queue like a min-heap).
Example Use Case:
- Google Maps for shortest route calculations.
- Network Routing Protocols.
2. Prim's Algorithm
Purpose:
Prim’s algorithm is used to find the Minimum Spanning Tree (MST) of a weighted, connected graph.
Working Mechanism:
- Starts from any random vertex.
- Greedily selects the minimum-weight edge that connects a vertex inside the MST to a vertex outside the MST.
- Uses a priority queue (min-heap) to find the next minimum edge.
- Continues until all vertices are included in the MST.
Time Complexity:
- O(V²) (using an adjacency matrix).
- O((V + E) log V) (using a min-heap).
Example Use Case:
- Network Design (LAN, WAN).
- Electrical Circuit Design (minimum wiring cost).
Key Differences Between Dijkstra's and Prim's Algorithm
Feature | Dijkstra’s Algorithm | Prim’s Algorithm |
---|---|---|
Purpose | Finds the shortest path from a single source to all vertices. | Finds the Minimum Spanning Tree (MST) of a graph. |
Graph Type | Works with directed and undirected graphs. | Works only with undirected graphs. |
Selection Criteria | Selects the vertex with the minimum distance from the source. | Selects the minimum-weight edge to expand the MST. |
Priority Queue | Stores vertices based on shortest distance. | Stores edges based on minimum weight. |
Application | Shortest path in Google Maps, Network Routing. | Minimum cost connection in LAN, Power Grid. |
C Code Implementation Examples
Dijkstra’s Algorithm (Using Min-Heap)
Prim’s Algorithm (Using Min-Heap)
Conclusion
- Use Dijkstra’s Algorithm when you need shortest path computations.
- Use Prim’s Algorithm when you need a Minimum Spanning Tree.
- Both use a greedy approach and priority queues for efficiency.