How do you detect a cycle in a linked list efficiently?

Technical
Medium
Infosys
81.3K views

This question assesses your knowledge of pointer manipulation and the famous Floyd's Cycle-Finding Algorithm. It is a standard test for linked list mastery.

Why Interviewers Ask This

Cycle detection is a critical skill for working with linked lists, especially in scenarios involving circular references or infinite loops. Interviewers use this to test if you know the Tortoise and Hare algorithm, which is more efficient than using a hash set. It demonstrates your ability to solve problems with constant space complexity. Understanding this algorithm shows a deep grasp of pointer arithmetic and algorithmic efficiency.

How to Answer This Question

Introduce the two-pointer technique known as Floyd's Cycle-Finding Algorithm. Explain that one pointer moves one step at a time (slow) and the other moves two steps at a time (fast). If there is a cycle, they will eventually meet. If the fast pointer reaches the end, there is no cycle. Discuss why this works mathematically and compare it to the space-inefficient hash set approach.

Key Points to Cover

  • Two-pointer technique (Tortoise and Hare)
  • Constant space complexity O(1)
  • Meeting point indicates a cycle
  • Termination condition on fast pointer

Sample Answer

To detect a cycle in a linked list, I use Floyd's Cycle-Finding Algorithm, also known as the Tortoise and Hare algorithm. I initialize two pointers, slow and fast, both starting at the head. The slow pointer advances one node per iteration, while the fast pointer advances two nodes. If there is a cycle, the fast pointer will eventually catch up to the slow pointer inside the cycle. If the fast pointer reaches a null node, the list has no cycle. This approach uses O(1) space and O(n) time, making it highly efficient compared to using a hash set.

Common Mistakes to Avoid

  • Moving pointers incorrectly causing infinite loops
  • Using extra space with a hash set unnecessarily
  • Failing to handle the case where fast pointer hits null

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