Breadth-first search
Algorithm for searching a tree or graph
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Note: This template roughly follows the 2012 ACM Computing Classification System.
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Breadth-first search (BFS) is an algorithm for traversing or searching tree or graph data structures. It starts at the root (or an arbitrary node in the case of a graph) and explores the neighbor nodes at the present depth prior to moving on to nodes at the next depth level.
Algorithm
The BFS algorithm works as follows:
- Start by placing the root node in a queue.
- Mark the root node as visited.
- While the queue is not empty:
- Remove the node at the front of the queue.
- For each of the node's neighbors:
- If the neighbor has not been visited:
- Mark it as visited.
- Add it to the queue.
- If the neighbor has not been visited:
Properties
- Completeness: BFS is complete, meaning it will find a solution if one exists.
- Optimality: BFS is optimal if all edges have the same cost.
- Time complexity: The time complexity of BFS is O(V + E), where V is the number of vertices and E is the number of edges.
- Space complexity: The space complexity of BFS is O(V), where V is the number of vertices.
Applications
BFS is used in various applications, including:
- Finding the shortest path in an unweighted graph.
- Web crawling.
- Social network analysis.
- Broadcasting in computer networks.
- Garbage collection in computer science.
Pseudocode
Here is a pseudocode representation of the BFS algorithm:
``` BFS(G, start_vertex):
create a queue Q
enqueue start_vertex onto Q
mark start_vertex as visited
while Q is not empty:
current_vertex = dequeue Q
for each neighbor of current_vertex:
if neighbor has not been visited:
mark neighbor as visited
enqueue neighbor onto Q
```
Related Algorithms
See Also
Related Pages
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