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DSA C++programming~3 mins

Why Lowest Common Ancestor in Binary Tree in DSA C++?

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The Big Idea

Discover how a simple recursive trick can save hours of confusing ancestor hunting!

The Scenario

Imagine you have a family tree on paper and you want to find the closest common grandparent of two cousins. You try to trace each cousin's ancestors manually, comparing each step. It quickly becomes confusing and slow as the tree grows.

The Problem

Manually checking each ancestor for two nodes means retracing many paths repeatedly. It is easy to make mistakes, miss a common ancestor, or waste time going up and down the tree multiple times.

The Solution

The Lowest Common Ancestor (LCA) method lets you find the closest shared ancestor of two nodes in a binary tree efficiently. It uses a simple recursive approach to explore the tree once and find the answer without repeated work.

Before vs After
✗ Before
bool isAncestor(Node* root, Node* target) {
  if (!root) return false;
  if (root == target) return true;
  return isAncestor(root->left, target) || isAncestor(root->right, target);
}

Node* findLCA(Node* root, Node* node1, Node* node2) {
  if (!root) return nullptr;
  if (root == node1 || root == node2) return root;
  if (isAncestor(root->left, node1) && isAncestor(root->left, node2))
    return findLCA(root->left, node1, node2);
  if (isAncestor(root->right, node1) && isAncestor(root->right, node2))
    return findLCA(root->right, node1, node2);
  return root;
}
✓ After
Node* findLCA(Node* root, Node* node1, Node* node2) {
  if (!root) return nullptr;
  if (root == node1 || root == node2) return root;
  Node* leftLCA = findLCA(root->left, node1, node2);
  Node* rightLCA = findLCA(root->right, node1, node2);
  if (leftLCA && rightLCA) return root;
  return leftLCA ? leftLCA : rightLCA;
}
What It Enables

This concept enables quick and reliable discovery of the closest shared ancestor in any binary tree, unlocking efficient tree analysis and queries.

Real Life Example

In a company's organizational chart, finding the lowest common manager of two employees helps understand reporting lines and collaboration paths.

Key Takeaways

Manual ancestor checks are slow and error-prone.

LCA uses recursion to find the closest shared ancestor efficiently.

It simplifies complex tree queries in many real-world scenarios.

Practice

(1/5)
1. What is the Lowest Common Ancestor (LCA) of two nodes in a binary tree?
easy
A. The deepest node that is an ancestor of both nodes
B. The root node of the binary tree
C. The node with the smallest value between the two nodes
D. The node that appears first in an inorder traversal

Solution

  1. Step 1: Understand the definition of LCA

    The Lowest Common Ancestor is the deepest node in the tree that has both given nodes as descendants (a node can be a descendant of itself).
  2. Step 2: Differentiate from other nodes

    It is not necessarily the root or the node with smallest value, but the common ancestor closest to the two nodes.
  3. Final Answer:

    The deepest node that is an ancestor of both nodes -> Option A
  4. Quick Check:

    LCA = deepest common ancestor [OK]
Hint: LCA is the lowest node common to both paths [OK]
Common Mistakes:
  • Confusing LCA with root node
  • Choosing node by value instead of position
  • Thinking LCA is the first visited node in traversal
2. Which of the following is the correct C++ function signature to find LCA in a binary tree node structure?
easy
A. int findLCA(int root, int n1, int n2);
B. TreeNode* findLCA(TreeNode* root, int n1, int n2);
C. void findLCA(TreeNode root, int n1, int n2);
D. TreeNode findLCA(TreeNode root, int n1, int n2);

Solution

  1. Step 1: Analyze parameter types

    The function should accept a pointer to the root node and two integer values representing node keys.
  2. Step 2: Analyze return type

    The function returns a pointer to the TreeNode representing the LCA, so return type must be TreeNode*.
  3. Final Answer:

    TreeNode* findLCA(TreeNode* root, int n1, int n2); -> Option B
  4. Quick Check:

    Function signature with pointers and correct return type [OK]
Hint: LCA function returns pointer to TreeNode [OK]
Common Mistakes:
  • Using value instead of pointer for root
  • Returning int instead of TreeNode*
  • Passing root by value causing copy
3. Given the following binary tree and code snippet, what will be the output?
#include <iostream>
struct TreeNode {
  int val;
  TreeNode* left;
  TreeNode* right;
  TreeNode(int x) : val(x), left(nullptr), right(nullptr) {}
};

TreeNode* findLCA(TreeNode* root, int n1, int n2) {
  if (!root) return nullptr;
  if (root->val == n1 || root->val == n2) return root;
  TreeNode* left = findLCA(root->left, n1, n2);
  TreeNode* right = findLCA(root->right, n1, n2);
  if (left && right) return root;
  return left ? left : right;
}

int main() {
  TreeNode* root = new TreeNode(3);
  root->left = new TreeNode(5);
  root->right = new TreeNode(1);
  root->left->left = new TreeNode(6);
  root->left->right = new TreeNode(2);
  root->right->left = new TreeNode(0);
  root->right->right = new TreeNode(8);
  TreeNode* lca = findLCA(root, 6, 2);
  std::cout << lca->val << std::endl;
  return 0;
}
medium
A. 6
B. 3
C. 2
D. 5

Solution

  1. Step 1: Trace the tree structure and nodes

    Nodes 6 and 2 are both children of node 5 in the tree.
  2. Step 2: Apply LCA logic

    Since 5 is the lowest node that has both 6 and 2 as descendants, the function returns node 5.
  3. Final Answer:

    5 -> Option D
  4. Quick Check:

    LCA(6,2) = 5 [OK]
Hint: LCA is ancestor closest to both nodes [OK]
Common Mistakes:
  • Choosing root 3 instead of node 5
  • Confusing child nodes as LCA
  • Returning one of the input nodes incorrectly
4. Identify the bug in the following LCA function and select the correct fix:
TreeNode* findLCA(TreeNode* root, int n1, int n2) {
  if (!root) return nullptr;
  if (root->val == n1 || root->val == n2) return root;
  TreeNode* left = findLCA(root->left, n1, n2);
  TreeNode* right = findLCA(root->right, n1, n2);
  if (left && right) return root;
  if (left) return right;
  return right;
}
medium
A. Add a check for root being nullptr after recursive calls
B. Change 'if (left && right) return root;' to 'return nullptr;'
C. Change 'if (left) return right;' to 'if (left) return left;'
D. Change return type to int instead of TreeNode*

Solution

  1. Step 1: Analyze the return statements

    The code incorrectly returns 'right' when 'left' is true, which is wrong logic.
  2. Step 2: Correct the return for left subtree

    It should return 'left' when 'left' is true and 'right' is false to propagate the found node correctly.
  3. Final Answer:

    Change 'if (left) return right;' to 'if (left) return left;' -> Option C
  4. Quick Check:

    Return correct subtree pointer [OK]
Hint: Return the non-null subtree pointer correctly [OK]
Common Mistakes:
  • Returning wrong subtree pointer
  • Ignoring nullptr checks
  • Changing return type unnecessarily
5. Given a binary tree where nodes may not contain unique values, which modification is necessary to correctly find the LCA of two nodes identified by their pointers (not values)?
hard
A. Modify the LCA function to compare node pointers directly instead of values
B. Use node values for comparison as usual, ignoring pointer identity
C. Sort the tree nodes before finding LCA to ensure uniqueness
D. Replace the binary tree with a binary search tree for unique values

Solution

  1. Step 1: Understand the problem with duplicate values

    If nodes have duplicate values, comparing values is ambiguous and can lead to wrong LCA.
  2. Step 2: Use pointer comparison

    Comparing node pointers directly ensures the exact nodes are identified regardless of value duplicates.
  3. Step 3: Modify function accordingly

    The LCA function should check if the current node pointer equals either of the target node pointers.
  4. Final Answer:

    Modify the LCA function to compare node pointers directly instead of values -> Option A
  5. Quick Check:

    Compare pointers, not values, for duplicates [OK]
Hint: Compare node addresses, not values, for duplicates [OK]
Common Mistakes:
  • Using values for comparison with duplicates
  • Assuming tree is BST to fix duplicates
  • Sorting nodes which is unnecessary
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