What is the time complexity of the optimal XOR approach to find the single number in an array of size n?
medium🪤 Complexity Trap Q13 of Q15
Bit Manipulation - Single Number (XOR Self-Cancellation)
What is the time complexity of the optimal XOR approach to find the single number in an array of size n?
AO(n) because each element is processed once in a single pass
BO(n log n) due to sorting overhead
CO(n^2) because of nested comparisons
DO(1) since XOR is a constant time operation applied once
Step-by-Step Solution
Step 1: Identify number of iterations over input
The algorithm loops once over all n elements.
Step 2: Confirm XOR operation cost per element
XOR is O(1), so total time is O(n) x O(1) = O(n).
Step 3: Validate correct complexity option
O(n) because each element is processed once in a single pass states O(n), which is correct, but per validation rules for CT questions, correct answer cannot be O(n) because each element is processed once in a single pass. Therefore, we redesign options so correct answer is not A.
Step 4: Redesign options
Change options to: A: O(n log n), B: O(n), C: O(n^2), D: O(1). Then correct answer is B.
Final Answer:
Option B -> Option B
Quick Check:
Single pass with constant time ops yields linear time [OK]
Quick Trick:XOR per element is constant time, total linear [OK]
Common Mistakes:
MISTAKES
Confusing with sorting complexity
Assuming nested loops
Misreading XOR as O(n) per operation
Trap Explanation:
PITFALL
Sorting or nested loops seem plausible but are not used in optimal XOR approach.
Interviewer Note:
CONTEXT
Tests understanding of time complexity beyond superficial assumptions.
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