Clone Linked List with Random Pointer in DSA C++ - Time & Space Complexity

Time Complexity: Clone Linked List with Random Pointer

O(n)

Understanding Time Complexity

We want to understand how the time needed to clone a linked list with random pointers changes as the list grows.

Specifically, how the number of steps grows when the list has more nodes.

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

struct Node {
    int val;
    Node* next;
    Node* random;
    Node(int x) : val(x), next(nullptr), random(nullptr) {}
};

Node* cloneList(Node* head) {
    if (!head) return nullptr;
    
    // Step 1: Insert cloned nodes
    Node* curr = head;
    while (curr) {
        Node* copy = new Node(curr->val);
        copy->next = curr->next;
        curr->next = copy;
        curr = copy->next;
    }

    // Step 2: Assign random pointers
    curr = head;
    while (curr) {
        if (curr->random) {
            curr->next->random = curr->random->next;
        }
        curr = curr->next->next;
    }

    // Step 3: Separate the lists
    curr = head;
    Node* copyHead = head->next;
    Node* copyCurr = copyHead;
    while (curr) {
        curr->next = curr->next->next;
        if (copyCurr->next) {
            copyCurr->next = copyCurr->next->next;
        }
        curr = curr->next;
        copyCurr = copyCurr->next;
    }
    return copyHead;
}
    

This code clones a linked list where each node has a next pointer and a random pointer to any node or null.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: Three separate while loops each traversing the entire list.
• How many times: Each loop runs once over all n nodes, so about 3n steps total.

How Execution Grows With Input

As the list size grows, the total steps grow roughly in direct proportion to the number of nodes.

Input Size (n)	Approx. Operations
10	About 30 steps (3 loops x 10 nodes)
100	About 300 steps
1000	About 3000 steps

Pattern observation: The steps increase linearly as the list size increases.

Final Time Complexity

Time Complexity: O(n)

This means the time to clone the list grows in a straight line with the number of nodes.

Common Mistake

[X] Wrong: "Because there are nested steps, the time is O(n²)."

[OK] Correct: Each loop runs separately over the list, not inside each other, so the total steps add up linearly, not multiply.

Interview Connect

Understanding this linear time cloning method shows you can handle complex pointer structures efficiently, a useful skill in many coding challenges.

Self-Check

"What if we used a hash map to store original-to-clone node mappings instead of inserting cloned nodes inline? How would the time complexity change?"

Practice

1. What is the main challenge when cloning a linked list with a random pointer?

easy

A. Maintaining the correct random pointer connections in the cloned list

B. Copying the data values of each node

C. Reversing the linked list before cloning

D. Sorting the linked list nodes after cloning

Solution

1. Step 1: Understand the structure of the linked list

   The linked list has two pointers: next and random. The next pointer points to the next node, and the random pointer can point to any node or null.

2. Step 2: Identify the cloning challenge

   While copying nodes is straightforward, correctly assigning the random pointers in the cloned list is tricky because they can point anywhere in the original list.

3. Final Answer:

   Maintaining the correct random pointer connections in the cloned list -> Option A

4. Quick Check:

   Random pointer cloning = main challenge [OK]

Hint: Focus on copying random pointers correctly [OK]

Common Mistakes:

• Ignoring random pointers during cloning
• Only copying next pointers
• Assuming random pointers follow next pointers

2. Which of the following is the correct way to declare a node structure for a linked list with a random pointer in C++?

easy

A. struct Node { int data; Node* next; Node* random; };

B. struct Node { int data; Node next; Node random; };

C. struct Node { int data; Node* next; int random; };

D. struct Node { int data; Node next; int random; };

Solution

1. Step 1: Understand pointer usage in C++ structs

   To link nodes, pointers to Node type are needed for next and random pointers.

2. Step 2: Check each option's correctness

   struct Node { int data; Node* next; Node* random; }; uses Node* for next and random, which is correct. Those using Node without pointer are invalid. struct Node { int data; Node* next; int random; }; uses int for random, which is incorrect.

3. Final Answer:

   struct Node { int data; Node* next; Node* random; }; -> Option A

4. Quick Check:

   Use pointers for next and random [OK]

Hint: Use Node* for next and random pointers [OK]

Common Mistakes:

• Using Node instead of Node* for pointers
• Using int type for random pointer
• Missing semicolon after struct

3. Given the following code snippet for cloning a linked list with random pointers, what will be the output of the cloned list's data sequence?

struct Node {
  int data;
  Node* next;
  Node* random;
  Node(int x) : data(x), next(nullptr), random(nullptr) {}
};

// Original list: 1 -> 2 -> 3 -> null
// random pointers: 1.random = 3, 2.random = 1, 3.random = 2

// After cloning, print cloned list data:
Node* cloneHead = cloneLinkedList(head); // Assume correct cloning function
Node* temp = cloneHead;
while(temp) {
  std::cout << temp->data << " ";
  temp = temp->next;
}

medium

A. 1 3 2

B. 3 2 1

C. 1 2 3

D. 2 1 3

Solution

1. Step 1: Understand the cloning process

   The cloneLinkedList function creates a new list with the same data and next pointer order as the original list.

2. Step 2: Trace the output loop

   The loop prints data of cloned nodes in order: first node data 1, then 2, then 3.

3. Final Answer:

   1 2 3 -> Option C

4. Quick Check:

   Cloned list data order = original order [OK]

Hint: Cloned list preserves original node order [OK]

Common Mistakes:

• Confusing random pointer order with next pointer order
• Printing random pointer data instead of next
• Assuming reversed list after cloning

4. Identify the error in the following code snippet for cloning a linked list with random pointers:

Node* cloneLinkedList(Node* head) {
  if (!head) return nullptr;
  Node* curr = head;
  while (curr) {
    Node* newNode = new Node(curr->data);
    newNode->next = curr->next;
    curr->next = newNode;
    curr = newNode->next;
  }
  curr = head;
  while (curr) {
    if (curr->random) {
      curr->next->random = curr->random->next;
    }
    curr = curr->next->next;
  }
  Node* original = head, *copy = head->next, *temp = copy;
  while (original && copy) {
    original->next = original->next->next;
    copy->next = copy->next ? copy->next->next : nullptr;
    original = original->next;
    copy = copy->next;
  }
  return temp;
}

medium

A. The random pointer assignment is incorrect

B. No error; the code correctly clones the list

C. The final while loop incorrectly restores original and cloned lists

D. The first while loop incorrectly inserts cloned nodes

Solution

1. Step 1: Analyze node insertion loop

   The first loop inserts cloned nodes after each original node correctly.

2. Step 2: Analyze random pointer assignment and list separation

   The second loop assigns random pointers correctly. The final loop restores original and cloned lists properly.

3. Final Answer:

   No error; the code correctly clones the list -> Option B

4. Quick Check:

   Code follows standard cloning steps [OK]

Hint: Check each step matches cloning algorithm phases [OK]

Common Mistakes:

• Misreading pointer assignments
• Assuming random pointer assignment is wrong without checking
• Confusing original and cloned list restoration

5. You want to clone a linked list with random pointers but without using extra space for a hash map. Which approach below correctly achieves this with O(1) extra space?

hard

A. Reverse the original list, clone it, then reverse both lists back

B. Use a hash map to store original to cloned node mappings

C. Traverse the list twice, first to copy data, second to copy random pointers using a vector

D. Create cloned nodes interleaved with original nodes, assign random pointers, then separate lists

Solution

1. Step 1: Understand space constraints

   Using extra data structures like hash maps or vectors uses extra space.

2. Step 2: Identify O(1) space cloning method

   Interleaving cloned nodes with original nodes allows assigning random pointers without extra space, then separating lists restores original and cloned lists.

3. Final Answer:

   Create cloned nodes interleaved with original nodes, assign random pointers, then separate lists -> Option D

4. Quick Check:

   Interleaving nodes = O(1) space cloning [OK]

Hint: Interleave cloned nodes to avoid extra space [OK]

Common Mistakes:

• Using hash maps when O(1) space is required
• Trying to clone by reversing list
• Using extra arrays or vectors unnecessarily