Câu hỏi phỏng vấn Graph Theory
Câu hỏi

Provide some practical examples of using Depth-First Search (DFS) vs Breadth-First Search (BFS)?

Câu trả lời

Depth-First Search (DFS) and Breadth-First Search (BFS) are fundamental graph traversal algorithms used in various practical applications. Here are some examples of their use cases:

Depth-First Search (DFS)

  1. Pathfinding in Mazes:

    • DFS is used to explore all possible paths in a maze until a solution is found. It goes as deep as possible along each branch before backtracking, making it suitable for problems where the solution is located deep within the search space[2][4][14].
  2. Topological Sorting:

    • DFS is employed in topological sorting of directed acyclic graphs (DAGs). This is crucial in scheduling tasks where certain tasks must be completed before others[2][3][4].
  3. Cycle Detection:

    • DFS can detect cycles in a graph. If a back edge is found during the traversal, it indicates the presence of a cycle[3][4][12].
  4. Finding Strongly Connected Components:

    • DFS is used in algorithms like Kosaraju's and Tarjan's to find strongly connected components in a directed graph. This is useful in network analysis and understanding the structure of web pages[3][4][14].
  5. Solving Puzzles:

    • DFS is often used in solving puzzles like Sudoku or the N-Queens problem, where the algorithm explores all possible configurations until a solution is found[14].

Breadth-First Search (BFS)

  1. Shortest Path in Unweighted Graphs:

    • BFS is ideal for finding the shortest path between two nodes in an unweighted graph. It explores all nodes at the present depth level before moving on to nodes at the next depth level, ensuring the shortest path is found[2][4][5][17].
  2. Web Crawling:

    • BFS is used by web crawlers to systematically explore web pages. Starting from a source page, it explores all links on the page before moving to the next level of links, building an index of web pages[2][3][11].
  3. Broadcasting in Networks:

    • BFS is used in network broadcasting to send a message from one node to all other nodes in the network. It ensures that all nodes at the same distance from the source receive the message before it moves to nodes further away[3][4][10].
  4. GPS Navigation Systems:

    • BFS is used in GPS systems to find the shortest route between locations. It explores all possible routes level by level, ensuring the shortest path is identified[3][10].
  5. **Find...

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Compare Adjacency Lists or Adjacency Matrices for Graphs representation

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What's the difference between best-first search and A* Search?

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What are key differences between BFS and DFS?

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