Detect a loop in a linked list

๐Ÿ’ก Concept: Loop Detection in Linked List

Detecting if a linked list contains a loop (cycle) to prevent infinite traversal.

๐Ÿ“˜ Quick Intro

Loops in linked lists cause infinite loops during traversal; detecting them is essential for robustness.

๐Ÿง  Analogy

Like detecting if a racetrack loops back onto itself, causing you to run endlessly without a finish line.

๐Ÿ”ง Technical Explanation

  • Use Floydโ€™s Cycle Detection (Tortoise and Hare) algorithm.
  • Two pointers move at different speeds through the list.
  • If pointers meet, a loop exists.
  • If a pointer reaches null, no loop exists.
  • Algorithm runs in O(n) time and O(1) space.

๐ŸŽฏ Use Cases

  • โœ… Detecting corrupted linked list data structures.
  • โœ… Debugging infinite loops in algorithms.
  • โœ… Ensuring safety in data processing pipelines.
  • โœ… Interview algorithm questions.

๐Ÿ’ป Code Example


// Detect loop using Floyd's cycle-finding algorithm
public bool HasLoop(Node head) {
    if (head == null) return false;

    Node slow = head;
    Node fast = head;

    while (fast != null && fast.Next != null) {
        slow = slow.Next;
        fast = fast.Next.Next;

        if (slow == fast) {
            return true; // Loop detected
        }
    }
    return false; // No loop
}

โ“ Interview Q&A

Q1: What is the purpose of detecting loops in linked lists?
A: To prevent infinite traversal and program crashes.

Q2: Which algorithm is commonly used?
A: Floyd's Cycle Detection (Tortoise and Hare).

Q3: What is the time complexity?
A: O(n).

Q4: What is the space complexity?
A: O(1).

Q5: Can you detect loops without extra memory?
A: Yes, using two-pointer approach.

Q6: What happens if list is empty?
A: No loop exists.

Q7: Can multiple loops exist?
A: A single loop is considered in this context.

Q8: How to remove loops?
A: By breaking the loop reference manually.

Q9: What is the fast pointer speed?
A: Moves two nodes at a time.

Q10: What is the slow pointer speed?
A: Moves one node at a time.

๐Ÿ“ MCQs

Q1. Which algorithm detects loops in linked lists?

  • Depth First Search
  • Floyd's Cycle Detection
  • Breadth First Search
  • Dijkstra's Algorithm

Q2. What is the time complexity?

  • O(1)
  • O(n)
  • O(n^2)
  • O(log n)

Q3. What is the space complexity?

  • O(1)
  • O(n)
  • O(n^2)
  • O(log n)

Q4. What speed does the fast pointer move?

  • One node
  • Two nodes
  • Three nodes
  • Four nodes

Q5. What speed does the slow pointer move?

  • One node
  • Two nodes
  • Three nodes
  • Four nodes

Q6. What if the list is empty?

  • Loop exists
  • No loop
  • Error
  • Null pointer exception

Q7. Can this detect multiple loops?

  • Yes
  • No
  • Maybe
  • Sometimes

Q8. How to remove detected loop?

  • Ignore
  • Break reference
  • Rebuild list
  • Delete list

Q9. Why detect loops?

  • Improve speed
  • Prevent infinite loops
  • Memory optimization
  • Better traversal

Q10. Is extra memory needed?

  • Yes
  • No
  • Sometimes
  • Always

๐Ÿ’ก Bonus Insight

Floydโ€™s cycle-finding algorithm is an elegant solution that uses two pointers and constant space to detect loops efficiently.

๐Ÿ“„ PDF Download

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