How would you find the element that appears exactly once in an array?
This classic problem tests knowledge of bitwise operations and hash map usage for frequency counting. It is a standard filter for technical proficiency.
Why Interviewers Ask This
Interviewers use this to quickly gauge a candidate's familiarity with XOR operations or hash maps. The XOR approach is particularly favored for its O(1) space complexity, demonstrating deep understanding of low-level bit manipulation properties. It separates candidates who memorize solutions from those who understand underlying mechanisms.
How to Answer This Question
First, mention the brute-force approach using nested loops or sorting, noting their inefficiencies. Then, introduce the Hash Map approach for O(n) time but O(n) space. Finally, present the optimal XOR solution, explaining the property that x XOR x equals 0 and x XOR 0 equals x. Walk through an example trace to show how duplicates cancel out leaving the unique element.
Key Points to Cover
- XOR property: a ^ a = 0
- O(1) space complexity requirement
- Single pass iteration through array
- Handling arrays with multiple duplicates
Sample Answer
The most efficient way to find the single non-duplicate element is using the XOR operation. Since XORing a number with itself results in zero, and XORing with zero returns the number, iterating through the entire array and XORing all elements will cancel out duplicates. The remaining value after processing the whole array is the unique element. This method achieves O(n) time complexity and O(1) space complexity, making it superior to hash map approaches in terms of memory usage.
Common Mistakes to Avoid
- Forgetting that XOR works only if every other element appears twice
- Using unnecessary extra space with hash maps
- Misinterpreting the problem statement regarding duplicate counts
Practice This Question with AI
Answer this question orally or via text and get instant AI-powered feedback on your response quality, structure, and delivery.
Related Interview Questions
Explain the concept of graph components in data structures?
Medium
MicrosoftHow do you find a triplet where a squared equals b squared plus c squared?
Medium
AmazonConvert Binary Tree to Doubly Linked List in Place
Hard
MicrosoftDiscuss ACID vs. BASE properties
Easy
MicrosoftHow do you flatten a linked list with random pointers?
Hard
Goldman SachsHow do you detect a cycle in a linked list efficiently?
Medium