Can you explain how BFS and DFS algorithms work in coding?
Sure! BFS (Breadth-First Search) explores nodes level by level, while DFS (Depth-First Search) goes as deep as possible before backtracking.
What are the main differences between BFS and DFS?
The main differences are: BFS uses a queue and explores all neighbors at the present depth, while DFS uses a stack and explores as far as possible along each branch.
Can you provide a simple code example for both algorithms?
Absolutely! Here's a simple Python example:
# BFS
from collections import deque
def bfs(graph, start):
visited = set()
queue = deque([start])
while queue:
vertex = queue.popleft()
if vertex not in visited:
visited.add(vertex)
queue.extend(neighbor for neighbor in graph[vertex] if neighbor not in visited)
# DFS
def dfs(graph, start, visited=None):
if visited is None:
visited = set()
visited.add(start)
for neighbor in graph[start]:
if neighbor not in visited:
dfs(graph, neighbor, visited)
return visited
This code demonstrates both BFS and DFS using a graph represented as an adjacency list.
What are the time complexities of BFS and DFS?
Both BFS and DFS have a time complexity of O(V + E), where V is the number of vertices and E is the number of edges in the graph.
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