Add Two Numbers Represented as Linked List in DSA Typescript - Time & Space Complexity

Time Complexity: Add Two Numbers Represented as Linked List

O(n)

Understanding Time Complexity

We want to understand how the time needed to add two numbers changes as the numbers get longer.

How does the process scale when the linked lists grow in size?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

function addTwoNumbers(l1: ListNode | null, l2: ListNode | null): ListNode | null {
  let dummyHead = new ListNode(0);
  let current = dummyHead;
  let carry = 0;
  while (l1 !== null || l2 !== null) {
    let x = l1 ? l1.val : 0;
    let y = l2 ? l2.val : 0;
    let sum = carry + x + y;
    carry = Math.floor(sum / 10);
    current.next = new ListNode(sum % 10);
    current = current.next;
    if (l1) l1 = l1.next;
    if (l2) l2 = l2.next;
  }
  if (carry > 0) {
    current.next = new ListNode(carry);
  }
  return dummyHead.next;
}
    

This code adds two numbers stored as linked lists digit by digit, handling carry over.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: The while loop that goes through each node of the linked lists.
• How many times: It runs once for each digit in the longer linked list.

How Execution Grows With Input

As the number of digits (nodes) increases, the loop runs more times, directly proportional to the input size.

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

Pattern observation: The time grows linearly with the number of digits.

Final Time Complexity

Time Complexity: O(n)

This means the time to add the numbers grows directly with the length of the longer linked list.

Common Mistake

[X] Wrong: "The time complexity is O(n²) because we add digits one by one and create new nodes each time."

[OK] Correct: Each digit is processed once in a single loop, so operations grow linearly, not quadratically.

Interview Connect

Understanding this linear time complexity helps you explain how your solution scales and why it is efficient for adding large numbers represented as linked lists.

Self-Check

"What if the input lists were doubly linked lists instead of singly linked? How would the time complexity change?"

Practice

1. What does the problem "Add Two Numbers Represented as Linked List" ask you to do?

easy

A. Find the difference between two numbers stored as strings.

B. Add two numbers where each digit is stored in a node of a linked list, and return the sum as a linked list.

C. Sort two linked lists and merge them into one sorted list.

D. Multiply two numbers stored in arrays and return the product as an array.

Solution

1. Step 1: Understand the input format

   The numbers are given as linked lists where each node contains a single digit, and digits are stored in reverse order.

2. Step 2: Understand the required output

   You must add these two numbers digit by digit and return the sum as a linked list in the same reversed format.

3. Final Answer:

   Add two numbers digit-wise from linked lists and return sum as linked list -> Option B

4. Quick Check:

   Adding digits node by node = Add two numbers as linked lists [OK]

Hint: Add digits node by node with carry, return linked list [OK]

Common Mistakes:

• Confusing input format as normal integers
• Returning sum as integer instead of linked list
• Ignoring carry over digits

2. Which TypeScript code snippet correctly defines a node for a singly linked list used in this problem?

easy

A. class ListNode { val: number; next: ListNode | null; constructor(val?: number, next?: ListNode | null) { this.val = val ?? 0; this.next = next ?? null; } }

B. interface ListNode { value: string; next: ListNode; }

C. type ListNode = { val: string; next: ListNode | undefined; };

D. function ListNode(val) { this.val = val; this.next = null; }

Solution

1. Step 1: Check for correct TypeScript class syntax

   class ListNode { val: number; next: ListNode | null; constructor(val?: number, next?: ListNode | null) { this.val = val ?? 0; this.next = next ?? null; } } defines a class with val as number and next as ListNode or null, with a constructor and default values.

2. Step 2: Verify other options

   interface ListNode { value: string; next: ListNode; } uses interface with string type and no null for next, type ListNode = { val: string; next: ListNode | undefined; }; uses string val and next possibly undefined, function ListNode(val) { this.val = val; this.next = null; } is JavaScript function style without types.

3. Final Answer:

   TypeScript class with number val and nullable next -> Option A

4. Quick Check:

   TypeScript class with number val and nullable next = class ListNode { val: number; next: ListNode | null; constructor(val?: number, next?: ListNode | null) { this.val = val ?? 0; this.next = next ?? null; } } [OK]

Hint: Use class with val:number and next: ListNode|null [OK]

Common Mistakes:

• Using string instead of number for val
• Not allowing next to be null
• Using JavaScript function instead of TypeScript class

3. What is the output linked list after adding the two numbers represented by these linked lists? List 1: 2 -> 4 -> 3 -> null (represents 342) List 2: 5 -> 6 -> 4 -> null (represents 465) Use the standard addition method for linked lists.

medium

A. 7 -> 10 -> 7 -> null

B. 8 -> 0 -> 7 -> null

C. 7 -> 0 -> 8 -> null

D. 2 -> 0 -> 8 -> null

Solution

1. Step 1: Add digits node by node with carry

   2+5=7 (no carry), 4+6=10 (carry 1), 3+4+1=8 (no carry)

2. Step 2: Form the resulting linked list

   Digits are 7, 0 (from 10), and 8, so linked list is 7 -> 0 -> 8 -> null

3. Final Answer:

   7 -> 0 -> 8 -> null -> Option C

4. Quick Check:

   342 + 465 = 807 represented as 7->0->8 [OK]

Hint: Add digits with carry, store remainder in node [OK]

Common Mistakes:

• Not carrying over when sum >= 10
• Reversing the order of digits in output
• Adding digits incorrectly without carry

4. Given this TypeScript function to add two numbers as linked lists, what is the bug?

function addTwoNumbers(l1: ListNode | null, l2: ListNode | null): ListNode | null {
  let dummy = new ListNode(0);
  let current = dummy;
  let carry = 0;
  while (l1 !== null && l2 !== null) {
    let sum = l1.val + l2.val + carry;
    carry = Math.floor(sum / 10);
    current.next = new ListNode(sum % 10);
    current = current.next;
    l1 = l1.next;
    l2 = l2.next;
  }
  return dummy.next;
}

medium

A. Carry is not calculated correctly using Math.floor.

B. The function returns dummy instead of dummy.next.

C. Dummy node is not initialized properly.

D. The loop stops when either list ends, missing remaining nodes in longer list.

Solution

1. Step 1: Analyze the while loop condition

   The loop runs only while both l1 and l2 are not null, so it stops if one list is longer.

2. Step 2: Identify missing handling of remaining nodes

   After the loop, remaining nodes of the longer list and any carry are not processed, causing incorrect result.

3. Final Answer:

   Loop stops too early, missing remaining nodes in longer list -> Option D

4. Quick Check:

   Loop condition && misses longer list nodes [OK]

Hint: Use || in loop to handle different length lists [OK]

Common Mistakes:

• Using && instead of || in loop condition
• Not processing leftover carry after loop
• Returning dummy instead of dummy.next

5. You have two linked lists representing numbers: List 1: 9 -> 9 -> 9 -> 9 -> null (9999) and List 2: 1 -> null (1). What is the correct resulting linked list after adding them?

hard

A. 0 -> 0 -> 0 -> 0 -> 1 -> null

B. 1 -> 0 -> 0 -> 0 -> 0 -> null

C. 0 -> 0 -> 0 -> 0 -> null

D. 9 -> 9 -> 9 -> 10 -> null

Solution

1. Step 1: Add digits with carry from right to left

   9+1=10 (0 carry 1), next 9+0+1=10 (0 carry 1), repeat for next two 9s with carry 1.

2. Step 2: Add final carry as new node

   After last 9+0+1=10, carry 1 remains, so add new node with 1 at the end.

3. Final Answer:

   0 -> 0 -> 0 -> 0 -> 1 -> null -> Option A

4. Quick Check:

   9999 + 1 = 10000 as linked list 0->0->0->0->1 [OK]

Hint: Add carry after last node if needed [OK]

Common Mistakes:

• Not adding extra node for final carry
• Stopping addition early when one list ends
• Incorrectly placing carry node position