Binary Tree Node Structure in DSA C++ - Time & Space Complexity

Time Complexity: Binary Tree Node Structure

O(1)

Understanding Time Complexity

Let's explore how the basic building block of a binary tree behaves in terms of time complexity.

We want to understand how operations on a single node affect overall performance.

Scenario Under Consideration

Analyze the time complexity of the following binary tree node structure.

struct Node {
    int data;
    Node* left;
    Node* right;

    Node(int val) {
        data = val;
        left = nullptr;
        right = nullptr;
    }
};
    

This code defines a single node with data and pointers to left and right child nodes.

Identify Repeating Operations

Since this is just a node structure, there are no loops or recursion here.

• Primary operation: Creating a single node and initializing its members.
• How many times: Exactly once per node creation.

How Execution Grows With Input

Creating one node always takes the same amount of time, no matter what.

Input Size (n)	Approx. Operations
1	1 (create one node)
10	10 (create ten nodes)
1000	1000 (create one thousand nodes)

Pattern observation: The time grows directly with the number of nodes created, one operation per node.

Final Time Complexity

Time Complexity: O(1)

This means creating or initializing a single node takes constant time, no matter what.

Common Mistake

[X] Wrong: "Creating a node takes longer as the tree grows bigger."

[OK] Correct: Each node is created independently; its creation time does not depend on the size of the tree.

Interview Connect

Understanding that node creation is a simple, constant-time operation helps build a strong foundation for analyzing more complex tree operations.

Self-Check

"What if we added a loop inside the node constructor to initialize an array of child pointers? How would the time complexity change?"

Practice

1. What does a typical binary tree node structure contain in C++?

easy

A. A data value and pointers to left and right child nodes

B. Only a data value without any pointers

C. Pointers to parent and sibling nodes only

D. A data value and a pointer to the next node in a list

Solution

1. Step 1: Understand binary tree node components

   A binary tree node stores a data value and has two pointers: one to the left child and one to the right child.

2. Step 2: Compare options with definition

   A data value and pointers to left and right child nodes correctly describes this structure. Other options miss pointers or mention unrelated pointers.

3. Final Answer:

   A data value and pointers to left and right child nodes -> Option A

4. Quick Check:

   Binary tree node = data + left + right pointers [OK]

Hint: Remember: binary tree nodes have two child pointers [OK]

Common Mistakes:

• Thinking nodes have only one pointer
• Confusing with linked list node structure
• Assuming parent pointer is always present

2. Which of the following is the correct syntax to define a binary tree node struct in C++?

easy

A. struct Node { int data; Node* left; Node* right; };

B. struct Node { int data; Node left; Node right; };

C. struct Node { int data; Node& left; Node& right; };

D. struct Node { int data; Node left*; Node right*; };

Solution

1. Step 1: Check pointer syntax in struct

   In C++, pointers are declared with '*', so left and right children must be pointers: Node* left; Node* right;

2. Step 2: Validate each option

   struct Node { int data; Node* left; Node* right; }; uses correct pointer syntax. struct Node { int data; Node left; Node right; }; uses objects (causes infinite recursion). struct Node { int data; Node& left; Node& right; }; uses references incorrectly. struct Node { int data; Node left*; Node right*; }; has invalid pointer syntax.

3. Final Answer:

   struct Node { int data; Node* left; Node* right; }; -> Option A

4. Quick Check:

   Pointer syntax = Node* left/right [OK]

Hint: Pointers use * after type, not before variable name [OK]

Common Mistakes:

• Using objects instead of pointers for children
• Using references (&) for child nodes
• Incorrect pointer syntax like 'left*'

3. What will be the output of the following code snippet?

struct Node {
  int data;
  Node* left;
  Node* right;
  Node(int val) : data(val), left(nullptr), right(nullptr) {}
};

int main() {
  Node* root = new Node(10);
  root->left = new Node(5);
  root->right = new Node(15);
  std::cout << root->left->data << " " << root->right->data << std::endl;
  return 0;
}

medium

A. Compilation error

B. 5 15

C. 5 10

D. 10 15

Solution

1. Step 1: Understand node creation and assignments

   Root node has data 10. Left child is assigned a node with data 5. Right child is assigned a node with data 15.

2. Step 2: Trace the output statement

   Output prints root->left->data (5) and root->right->data (15) separated by space.

3. Final Answer:

   5 15 -> Option B

4. Quick Check:

   Left child = 5, Right child = 15 [OK]

Hint: Follow pointer assignments to print child node data [OK]

Common Mistakes:

• Printing root data instead of children
• Confusing left and right child values
• Forgetting to initialize children

4. Identify the error in the following binary tree node struct and fix it:

struct Node {
  int data;
  Node left;
  Node right;
  Node(int val) : data(val) {}
};

medium

A. Remove constructor and use public members only

B. Add default constructor to initialize data

C. Change 'int data;' to 'int* data;'

D. Change 'Node left;' and 'Node right;' to 'Node* left;' and 'Node* right;'

Solution

1. Step 1: Identify the problem with member declarations

   Declaring 'Node left;' and 'Node right;' causes infinite recursion because each Node contains two Nodes inside it.

2. Step 2: Fix by using pointers for children

   Change to 'Node* left;' and 'Node* right;' to hold addresses of child nodes, avoiding infinite size.

3. Final Answer:

   Change 'Node left;' and 'Node right;' to 'Node* left;' and 'Node* right;' -> Option D

4. Quick Check:

   Child nodes must be pointers to avoid infinite recursion [OK]

Hint: Child nodes must be pointers, not objects [OK]

Common Mistakes:

• Using objects for children causing infinite size
• Ignoring pointer usage in tree nodes
• Trying to fix with constructors only

5. You want to create a binary tree node struct that also stores a pointer to its parent node. Which of the following is the correct way to define it?

hard

A. struct Node { int data; Node left; Node right; Node parent; Node(int val) : data(val) {} };

B. struct Node { int data; Node* left; Node* right; int* parent; Node(int val) : data(val), left(nullptr), right(nullptr), parent(nullptr) {} };

C. struct Node { int data; Node* left; Node* right; Node* parent; Node(int val) : data(val), left(nullptr), right(nullptr), parent(nullptr) {} };

D. struct Node { int data; Node* left; Node* right; Node& parent; Node(int val) : data(val), left(nullptr), right(nullptr), parent(*this) {} };

Solution

1. Step 1: Understand parent pointer type

   The parent pointer must be of type 'Node*' to point to another node or nullptr if no parent.

2. Step 2: Check constructor initialization

   Constructor initializes data and sets left, right, and parent pointers to nullptr correctly.

3. Step 3: Validate options

   struct Node { int data; Node* left; Node* right; Node* parent; Node(int val) : data(val), left(nullptr), right(nullptr), parent(nullptr) {} }; correctly uses pointers for children and parent. struct Node { int data; Node left; Node right; Node parent; Node(int val) : data(val) {} }; uses objects causing recursion. struct Node { int data; Node* left; Node* right; int* parent; Node(int val) : data(val), left(nullptr), right(nullptr), parent(nullptr) {} }; wrongly uses 'int*' for parent. struct Node { int data; Node* left; Node* right; Node& parent; Node(int val) : data(val), left(nullptr), right(nullptr), parent(*this) {} }; uses reference incorrectly and initializes parent to self.

4. Final Answer:

   struct Node { int data; Node* left; Node* right; Node* parent; Node(int val) : data(val), left(nullptr), right(nullptr), parent(nullptr) {} }; -> Option C

5. Quick Check:

   Parent pointer = Node* parent [OK]

Hint: Parent pointer must be Node* and initialized to nullptr [OK]

Common Mistakes:

• Using object or reference for parent pointer
• Incorrect pointer type for parent
• Initializing parent pointer incorrectly