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Which technique is most suitable to solve this efficiently?

easy💻 Programming Q1 of Q15
Tree: Depth-First Search - Path Sum III (Any Path)
Given a binary tree and a target sum, you want to find the total number of paths where the sum of node values equals the target. Paths must move only from parent nodes to child nodes. Which technique is most suitable to solve this efficiently?
ABreadth-first search with level order traversal
BDepth-first search with prefix sum hash map
CDynamic programming with memoization on node values
DSorting node values and using two pointers
Step-by-Step Solution
Solution:
  1. Step 1: Use DFS traversal to explore all downward paths

    Traverse the tree using DFS to explore all downward paths from parent to child nodes.
  2. Step 2: Maintain prefix sums in a hash map for efficient lookup

    Keep track of cumulative sums from root to current node to quickly find if a subpath sums to target.
  3. Final Answer:

    Option B -> Option B
  4. Quick Check:

    Prefix sums enable O(n) time complexity [OK]
Quick Trick: Use DFS with prefix sums for downward path sums [OK]
Common Mistakes:
MISTAKES
  • Using BFS which doesn't track path sums efficiently
  • Trying to sort node values which breaks tree structure
  • Applying DP without considering path direction
Trap Explanation:
PITFALL
  • BFS and sorting ignore path direction and structure, leading to incorrect results.
Interviewer Note:
CONTEXT
  • Tests understanding of algorithmic patterns for path sum problems in trees.
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