Linear Search Algorithm in DSA Javascript - Time & Space Complexity

Time Complexity: Linear Search Algorithm

O(n)

Understanding Time Complexity

We want to understand how the time taken by linear search changes as the list size grows.

How many steps does it take to find an item or decide it's not there?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

function linearSearch(arr, target) {
  for (let i = 0; i < arr.length; i++) {
    if (arr[i] === target) {
      return i;
    }
  }
  return -1;
}
    

This code looks through each item in the list one by one to find the target value.

Identify Repeating Operations

Identify the loops, recursion, array traversals that repeat.

• Primary operation: Checking each element in the array one by one.
• How many times: Up to n times, where n is the number of items in the array.

How Execution Grows With Input

As the list gets bigger, the number of checks grows roughly the same as the list size.

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

Pattern observation: The steps grow directly with the number of items.

Final Time Complexity

Time Complexity: O(n)

This means the time to find the item grows in a straight line with the list size.

Common Mistake

[X] Wrong: "Linear search always takes the same time no matter the list size."

[OK] Correct: The search time depends on where the item is or if it is missing, so bigger lists usually take longer.

Interview Connect

Understanding linear search time helps you explain why sorting or other methods can speed up searching in real tasks.

Self-Check

"What if the array was sorted and we used binary search instead? How would the time complexity change?"

Practice

1. What is the main idea behind the Linear Search Algorithm?

easy

A. Check each element one by one until the target is found or list ends

B. Divide the list into halves repeatedly to find the target

C. Sort the list first then search using binary steps

D. Use a hash table to find the target instantly

Solution

1. Step 1: Understand linear search process

   Linear search checks each element in order, from start to end.

2. Step 2: Compare with other search methods

   Binary search divides list, hash uses extra memory, linear is simple sequential check.

3. Final Answer:

   Check each element one by one until the target is found or list ends -> Option A

4. Quick Check:

   Linear search = sequential check [OK]

Hint: Linear search checks items one by one [OK]

Common Mistakes:

• Confusing linear search with binary search
• Thinking linear search requires sorted list
• Assuming linear search uses extra memory

2. Which of the following is the correct syntax to start a linear search loop in JavaScript for an array arr?

easy

A. for (let i = 0; i <= arr.length; i++)

B. for (let i = 0; i < arr.length; i++)

C. for (let i = 1; i < arr.length; i++)

D. for (let i = 1; i <= arr.length; i++)

Solution

1. Step 1: Understand array indexing in JavaScript

   Arrays start at index 0 and go up to length - 1.

2. Step 2: Choose loop condition to avoid out-of-bound error

   Loop must run while i is less than arr.length, not equal or greater.

3. Final Answer:

   for (let i = 0; i < arr.length; i++) -> Option B

4. Quick Check:

   Loop runs from 0 to length-1 [OK]

Hint: Use i < arr.length to avoid index errors [OK]

Common Mistakes:

• Using <= instead of < causing out-of-bound errors
• Starting loop from 1 instead of 0
• Confusing array length with last index

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

const arr = [4, 8, 15, 16, 23, 42];
function linearSearch(array, target) {
  for (let i = 0; i < array.length; i++) {
    if (array[i] === target) {
      return i;
    }
  }
  return -1;
}
console.log(linearSearch(arr, 15));

medium

A. 2

B. 3

C. -1

D. 15

Solution

1. Step 1: Trace the loop to find target 15

   Indices: 0=4, 1=8, 2=15. At i=2, array[i] === 15 is true.

2. Step 2: Return index when target found

   Function returns 2 immediately when target matches.

3. Final Answer:

   2 -> Option A

4. Quick Check:

   Index of 15 in array = 2 [OK]

Hint: Return index when target matches during loop [OK]

Common Mistakes:

• Returning value instead of index
• Returning -1 even if target exists
• Off-by-one errors in index

4. Find the error in this linear search function and choose the correct fix:

function linearSearch(arr, target) {
  for (let i = 0; i <= arr.length; i++) {
    if (arr[i] == target) {
      return i;
    }
  }
  return -1;
}

medium

A. Initialize i to 1 instead of 0

B. Change == to === in if condition

C. Change loop condition to i < arr.length

D. Add a break statement after return

Solution

1. Step 1: Identify loop condition error

   Loop runs while i <= arr.length, which causes out-of-bound access at i = arr.length.

2. Step 2: Fix loop condition to prevent error

   Change condition to i < arr.length to stay within valid indices.

3. Final Answer:

   Change loop condition to i < arr.length -> Option C

4. Quick Check:

   Loop must stay within array bounds [OK]

Hint: Use i < arr.length to avoid index errors [OK]

Common Mistakes:

• Using <= instead of < in loop condition
• Thinking == vs === causes runtime error here
• Adding break after return (unnecessary)

5. You want to find the first occurrence of the number 7 in the array [3, 5, 7, 7, 9] using linear search. Which code snippet correctly returns the index of the first 7?

hard

A. for (let i = arr.length - 1; i >= 0; i--) { if (arr[i] === 7) return i; } return -1;

B. for (let i = 0; i < arr.length; i++) { if (arr[i] == 7) return arr[i]; } return -1;

C. for (let i = 1; i <= arr.length; i++) { if (arr[i] === 7) return i; } return -1;

D. for (let i = 0; i < arr.length; i++) { if (arr[i] === 7) return i; } return -1;

Solution

1. Step 1: Understand requirement to find first occurrence

   Start from index 0 and return index when first 7 is found.

2. Step 2: Analyze each option for correctness

   for (let i = 0; i < arr.length; i++) { if (arr[i] === 7) return i; } return -1; loops forward, returns index correctly. for (let i = arr.length - 1; i >= 0; i--) { if (arr[i] === 7) return i; } return -1; loops backward (last occurrence). for (let i = 1; i <= arr.length; i++) { if (arr[i] === 7) return i; } return -1; has wrong loop bounds. for (let i = 0; i < arr.length; i++) { if (arr[i] == 7) return arr[i]; } return -1; returns value, not index.

3. Final Answer:

   for (let i = 0; i < arr.length; i++) { if (arr[i] === 7) return i; } return -1; -> Option D

4. Quick Check:

   Forward loop returns first match index [OK]

Hint: Loop forward and return index on first match [OK]

Common Mistakes:

• Looping backward returns last occurrence, not first
• Returning value instead of index
• Using wrong loop bounds causing errors