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If the input array can contain negative numbers and the bit counting approach is used, what modification is necessary to correctly find the single number?

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Bit Manipulation - Single Number II (Three Copies)
If the input array can contain negative numbers and the bit counting approach is used, what modification is necessary to correctly find the single number?
AUse a 32-bit mask and handle sign bit separately to avoid sign extension errors.
BUse a hash map instead, as bit counting cannot handle negatives.
CConvert all numbers to positive before bit counting and restore sign later.
DNo modification needed; bit counting works the same for negatives.
Step-by-Step Solution
  1. Step 1: Understand bit counting with negative numbers

    Negative numbers use two's complement; sign bit must be handled carefully to avoid incorrect counts.
  2. Step 2: Apply 32-bit mask and handle sign bit

    Counting bits with a mask ensures correct accumulation; sign bit handled separately prevents sign extension issues.
  3. Final Answer:

    Option A -> Option A
  4. Quick Check:

    Proper masking ensures correct bit counts for negatives [OK]
Quick Trick: Mask bits to handle sign bit correctly in negative numbers [OK]
Common Mistakes:
MISTAKES
  • Ignoring sign bit causes wrong results
  • Assuming negatives behave like positives
Trap Explanation:
PITFALL
  • Neglecting sign bit handling looks like bit counting but yields wrong answers.
Interviewer Note:
CONTEXT
  • Checks depth of understanding for bitwise solutions with signed integers
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