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What is the time and space complexity of the optimal bitwise FSM solution for the Single Number II problem?

medium🪤 Complexity Trap Q13 of Q15
Bit Manipulation - Single Number II (Three Copies)
What is the time and space complexity of the optimal bitwise FSM solution for the Single Number II problem?
ATime: O(n), Space: O(1)
BTime: O(n), Space: O(n)
CTime: O(n^2), Space: O(1)
DTime: O(n log n), Space: O(n)
Step-by-Step Solution
  1. Step 1: Identify complexity of outer and inner loops

    The algorithm iterates once over the input array (n elements), performing constant time bitwise operations per element.
  2. Step 2: Check if recursion stack adds extra space

    No recursion or extra data structures are used; only fixed variables 'ones' and 'twos' consume constant space.
  3. Final Answer:

    Option D -> Option D
  4. Quick Check:

    Linear time and constant space confirmed by single pass and fixed variables [OK]
Quick Trick: Bitwise FSM uses fixed variables, no extra data structures [OK]
Common Mistakes:
MISTAKES
  • Assuming sorting or hash map space/time
  • Confusing bit operations cost
Trap Explanation:
PITFALL
  • O(n) time looks obvious but some think bitwise ops add log n factor; space confusion common.
Interviewer Note:
CONTEXT
  • Checks understanding of bitwise FSM efficiency and space usage
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