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What is the time complexity of the optimized recursive approach using a hash map to build a binary tree from preorder and inorder traversals of size n?

medium🪤 Complexity Trap Q5 of Q15
Tree: Depth-First Search - Construct Tree from Preorder and Inorder
What is the time complexity of the optimized recursive approach using a hash map to build a binary tree from preorder and inorder traversals of size n?
AO(n) because each node is processed once with O(1) index lookup
BO(n^3) because of nested recursion and map operations
CO(n log n) due to recursive splitting and hash map lookups
DO(n^2) due to repeated slicing of arrays
Step-by-Step Solution
Solution:
  1. Step 1: Understand recursion with hash map

    Hash map allows O(1) lookup of inorder indices, avoiding array slicing.
  2. Step 2: Count total operations

    Each node is visited once, so total time is O(n).
  3. Final Answer:

    Option A -> Option A
  4. Quick Check:

    Hash map reduces complexity to linear [OK]
Quick Trick: Hash map lookup avoids O(n^2) slicing [OK]
Common Mistakes:
MISTAKES
  • Assuming slicing causes O(n^2) time
Trap Explanation:
PITFALL
  • Candidates confuse brute force slicing with optimized index mapping.
Interviewer Note:
CONTEXT
  • Tests understanding of time complexity optimization
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