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Validate if Tree is BST in DSA C# - Time & Space Complexity

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Time Complexity: Validate if Tree is BST
O(n)
Understanding Time Complexity

We want to understand how long it takes to check if a tree is a valid Binary Search Tree (BST).

How does the time needed grow as the tree gets bigger?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.


public bool IsValidBST(TreeNode root, long min = long.MinValue, long max = long.MaxValue) {
    if (root == null) return true;
    if (root.val <= min || root.val >= max) return false;
    return IsValidBST(root.left, min, root.val) && IsValidBST(root.right, root.val, max);
}
    

This code checks if a binary tree follows BST rules by recursively verifying each node's value is within allowed limits.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

  • Primary operation: Recursive calls visiting each node once.
  • How many times: Once per node, so total calls equal number of nodes (n).
How Execution Grows With Input

Each node is checked once, so the work grows directly with the number of nodes.

Input Size (n)Approx. Operations
10About 10 checks
100About 100 checks
1000About 1000 checks

Pattern observation: The time grows in a straight line with the number of nodes.

Final Time Complexity

Time Complexity: O(n)

This means the time to check the tree grows directly with the number of nodes.

Common Mistake

[X] Wrong: "The recursion might check some nodes multiple times, so it takes more than linear time."

[OK] Correct: Each node is visited exactly once because the recursion moves down the tree without repeating nodes.

Interview Connect

Understanding this time complexity helps you explain how efficient your tree validation is, a common skill interviewers look for.

Self-Check

"What if we used an in-order traversal to check the BST property instead? How would the time complexity change?"

Practice

(1/5)
1. What is the main property that defines a Binary Search Tree (BST)?
easy
A. For each node, all nodes in the left subtree are smaller and all nodes in the right subtree are larger
B. Each node has exactly two children
C. All nodes have unique values but no order is required
D. The tree is always balanced

Solution

  1. Step 1: Understand BST property

    A BST requires that for every node, values in the left subtree are smaller and values in the right subtree are larger.
  2. Step 2: Compare options with BST definition

    For each node, all nodes in the left subtree are smaller and all nodes in the right subtree are larger matches the BST property exactly, while others describe different tree properties.
  3. Final Answer:

    For each node, all nodes in the left subtree are smaller and all nodes in the right subtree are larger -> Option A
  4. Quick Check:

    BST property = For each node, all nodes in the left subtree are smaller and all nodes in the right subtree are larger [OK]
Hint: Remember BST means left < node < right [OK]
Common Mistakes:
  • Confusing BST with balanced tree
  • Thinking all nodes must have two children
  • Ignoring the ordering property
2. Which of the following C# method signatures is correct to check if a binary tree is a BST?
easy
A. bool IsBST(Node root, int min, int max)
B. void IsBST(Node root)
C. int IsBST(Node root)
D. bool IsBST(Node root, Node parent)

Solution

  1. Step 1: Identify parameters needed for BST validation

    To validate BST, we need to check node values within a range (min, max) as we traverse.
  2. Step 2: Match method signature with required parameters

    bool IsBST(Node root, int min, int max) includes root node and min/max range, suitable for recursive BST check.
  3. Final Answer:

    bool IsBST(Node root, int min, int max) -> Option A
  4. Quick Check:

    Method with min/max range = bool IsBST(Node root, int min, int max) [OK]
Hint: Use min and max range parameters for BST validation [OK]
Common Mistakes:
  • Using void return type instead of bool
  • Missing min and max parameters for range checks
  • Passing parent node instead of value ranges
3. What will be the output of the following C# code snippet?
class Node {
  public int val;
  public Node left, right;
  public Node(int v) { val = v; left = right = null; }
}

bool IsBST(Node node, int min, int max) {
  if (node == null) return true;
  if (node.val <= min || node.val >= max) return false;
  return IsBST(node.left, min, node.val) && IsBST(node.right, node.val, max);
}

var root = new Node(10);
root.left = new Node(5);
root.right = new Node(15);
root.left.left = new Node(1);
root.left.right = new Node(12);

Console.WriteLine(IsBST(root, int.MinValue, int.MaxValue));
medium
A. True
B. False
C. Compilation error
D. Runtime exception

Solution

  1. Step 1: Trace the tree structure and BST property

    The tree has root 10, left child 5, right child 15. Left child's right child is 12, which is greater than 10 but in left subtree.
  2. Step 2: Check BST validation logic

    IsBST will fail because 12 is in left subtree of 10 but greater than 10, violating BST rules.
  3. Final Answer:

    False -> Option B
  4. Quick Check:

    Node 12 in left subtree breaks BST = False [OK]
Hint: Check if left subtree nodes are less than root [OK]
Common Mistakes:
  • Assuming all nodes are valid without checking subtree ranges
  • Ignoring node 12's position violating BST
  • Confusing left and right subtree values
4. Identify the bug in the following C# code that checks if a binary tree is a BST:
bool IsBST(Node node) {
  if (node == null) return true;
  if (node.left != null && node.left.val > node.val) return false;
  if (node.right != null && node.right.val < node.val) return false;
  return IsBST(node.left) && IsBST(node.right);
}
medium
A. It should return int instead of bool
B. It uses incorrect comparison operators
C. It does not handle null nodes correctly
D. It does not check the entire subtree values, only immediate children

Solution

  1. Step 1: Analyze the checks performed

    The code only compares node values with immediate left and right children, not entire subtrees.
  2. Step 2: Understand BST validation requirement

    BST requires all nodes in left subtree < node, and all in right subtree > node, not just immediate children.
  3. Final Answer:

    It does not check the entire subtree values, only immediate children -> Option D
  4. Quick Check:

    Check full subtree values, not just children [OK]
Hint: Check full subtree ranges, not just direct children [OK]
Common Mistakes:
  • Only comparing immediate children values
  • Ignoring subtree min/max constraints
  • Assuming null handling is incorrect
5. Given a binary tree, how would you modify the standard BST validation to allow duplicate values only on the right subtree?
hard
A. Change the comparison to allow node.val <= max for right subtree and node.val > min for left subtree
B. Allow duplicates only if node.val >= min for left subtree and node.val < max for right subtree
C. Allow duplicates only if node.val > min for left subtree and node.val <= max for right subtree
D. Disallow duplicates completely by strict less than and greater than comparisons

Solution

  1. Step 1: Understand duplicate placement rule

    Duplicates allowed only on right subtree means left subtree nodes must be strictly less than node, right subtree nodes can be equal or greater.
  2. Step 2: Adjust comparison operators accordingly

    Left subtree: node.val > min (strictly less), right subtree: node.val <= max (allow equal or greater).
  3. Final Answer:

    Allow duplicates only if node.val > min for left subtree and node.val <= max for right subtree -> Option C
  4. Quick Check:

    Duplicates on right subtree use <= max [OK]
Hint: Use <= for right subtree, > for left subtree to allow duplicates right only [OK]
Common Mistakes:
  • Allowing duplicates on left subtree
  • Using <= on left subtree incorrectly
  • Disallowing duplicates completely when allowed
Recommended

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10 questions~5 mineasy hard