Linear Search Algorithm in DSA Java - Time & Space Complexity

Time Complexity: Linear Search Algorithm

O(n)

Understanding Time Complexity

We want to know 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.

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

This code looks through each item in the array 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 to see if it matches the target.
• How many times: Up to once for every element in the array, from 1 to n times.

How Execution Grows With Input

As the array gets bigger, the number of checks grows roughly the same as the 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 time depends on where the target is or if it is missing, so bigger lists usually take more steps.

Interview Connect

Understanding linear search time helps you explain why more efficient methods exist and shows you can analyze simple algorithms clearly.

Self-Check

"What if the array was sorted? How would the time complexity change if you used a different search method?"

Practice

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

easy

A. Sort the list first then search using binary method

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

C. Use a hash table to find the target instantly

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

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 D

4. Quick Check:

   Linear search = sequential check [OK]

Hint: Linear search checks elements 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 Java for an array arr of length n?

easy

A. for (int i = 0; i < n; i++)

B. for (int i = 0; i <= n; i++)

C. for (int i = 1; i < n; i++)

D. for (int i = 1; i <= n; i++)

Solution

1. Step 1: Understand array indexing in Java

   Java arrays start at index 0 and go up to n-1, so loop must run from 0 to less than n.

2. Step 2: Check loop conditions

   for (int i = 0; i < n; i++) uses i = 0 to i < n, which covers all valid indices correctly.

3. Final Answer:

   for (int i = 0; i < n; i++) -> Option A

4. Quick Check:

   Array index 0 to n-1 = for loop i=0 to i<n [OK]

Hint: Array indices start at 0, loop till less than length [OK]

Common Mistakes:

• Using <= n causes index out of bounds error
• Starting loop at 1 misses first element
• Confusing array length with last index

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

int[] arr = {4, 8, 15, 16, 23, 42};
int target = 15;
int index = -1;
for (int i = 0; i < arr.length; i++) {
  if (arr[i] == target) {
    index = i;
    break;
  }
}
System.out.println(index);

medium

A. 0

B. -1

C. 2

D. 3

Solution

1. Step 1: Loop through array to find target 15

   Indices: 0=4, 1=8, 2=15. At i=2, arr[i] == 15 matches target.

2. Step 2: Assign index and break loop

   index is set to 2 and loop stops immediately.

3. Final Answer:

   2 -> Option C

4. Quick Check:

   Target 15 found at index 2 [OK]

Hint: Stop loop when target found, print index [OK]

Common Mistakes:

• Not breaking loop causes last index output
• Printing target value instead of index
• Confusing index with array value

4. Identify the error in the following linear search code snippet and choose the correct fix:

int[] arr = {1, 3, 5, 7};
int target = 5;
int index = -1;
for (int i = 1; i <= arr.length; i++) {
  if (arr[i] == target) {
    index = i;
    break;
  }
}
System.out.println(index);

medium

A. Change loop to: for (int i = 0; i <= arr.length; i++)

B. Change loop to: for (int i = 0; i < arr.length; i++)

C. Change loop to: for (int i = 1; i < arr.length; i++)

D. No change needed, code is correct

Solution

1. Step 1: Identify loop index error

   Loop starts at 1 and goes to i <= arr.length, which causes index out of bounds at i = arr.length.

2. Step 2: Correct loop to valid indices

   Loop should start at 0 and run while i < arr.length to cover all valid indices safely.

3. Final Answer:

   Change loop to: for (int i = 0; i < arr.length; i++) -> Option B

4. Quick Check:

   Loop indices 0 to length-1 avoid errors [OK]

Hint: Loop from 0 to less than length to avoid errors [OK]

Common Mistakes:

• Using <= arr.length causes runtime error
• Starting loop at 1 misses first element
• Ignoring array index bounds

5. You have an array arr = {2, 4, 7, 6, 8, 10}. You want to find the index of the first even number greater than 5 using linear search. Which code snippet correctly implements this?

hard

A. for (int i = 0; i < arr.length; i++) { if (arr[i] > 5 && arr[i] % 2 == 0) { System.out.println(i); break; } }

B. for (int i = 0; i < arr.length; i++) { if (arr[i] % 2 == 0) { System.out.println(i); break; } }

C. for (int i = 0; i < arr.length; i++) { if (arr[i] > 5) { System.out.println(i); break; } }

D. for (int i = 0; i < arr.length; i++) { if (arr[i] < 5 && arr[i] % 2 == 0) { System.out.println(i); break; } }

Solution

1. Step 1: Understand the condition to find

   We want the first element that is even and greater than 5.

2. Step 2: Check each option's condition

   for (int i = 0; i < arr.length; i++) { if (arr[i] > 5 && arr[i] % 2 == 0) { System.out.println(i); break; } } checks both conditions correctly; others miss one or use wrong condition.

3. Final Answer:

   for (int i = 0; i < arr.length; i++) { if (arr[i] > 5 && arr[i] % 2 == 0) { System.out.println(i); break; } } -> Option A

4. Quick Check:

   Check both conditions with && for correct index [OK]

Hint: Use && to combine conditions in linear search [OK]

Common Mistakes:

• Checking only one condition instead of both
• Using || instead of && causing wrong matches
• Not breaking loop after first match