Array Traversal Patterns in DSA C++ - Time & Space Complexity

Time Complexity: Array Traversal Patterns

O(n)

Understanding Time Complexity

When we look at array traversal, we want to know how long it takes to visit each item in the array.

The question is: how does the time grow as the array gets bigger?

Scenario Under Consideration

Analyze the time complexity of the following code snippet.

void printArray(int arr[], int n) {
    for (int i = 0; i < n; i++) {
        std::cout << arr[i] << " ";
    }
    std::cout << std::endl;
}
    

This code visits each element of the array once and prints it.

Identify Repeating Operations

• Primary operation: The for-loop that visits each element in the array.
• How many times: Exactly once for each element, so n times if the array has n elements.

How Execution Grows With Input

As the array size grows, the number of steps grows in a straight line with it.

Input Size (n)	Approx. Operations
10	10 steps
100	100 steps
1000	1000 steps

Pattern observation: Doubling the array size doubles the work done.

Final Time Complexity

Time Complexity: O(n)

This means the time to complete grows directly with the number of elements in the array.

Common Mistake

[X] Wrong: "Visiting each element takes the same time no matter how many elements there are."

[OK] Correct: Actually, each element adds a little more time, so more elements mean more total time.

Interview Connect

Understanding how simple loops grow with input size helps you explain your code's efficiency clearly and confidently.

Self-Check

"What if we nested another loop inside to compare each element with every other element? How would the time complexity change?"

Practice

1. What does the following loop do when traversing an array arr of size n?

for (int i = 0; i < n; i++) { /* code */ }

easy

A. It visits each element from the first to the last in order.

B. It visits elements in reverse order from last to first.

C. It visits only even-indexed elements.

D. It skips the first element and visits the rest.

Solution

1. Step 1: Understand the loop variable and range

   The loop variable i starts at 0 and increases by 1 until it reaches n-1.

2. Step 2: Determine the traversal order

   Since i increments from 0 to n-1, the loop visits elements from the first to the last in order.

3. Final Answer:

   It visits each element from the first to the last in order. -> Option A

4. Quick Check:

   Forward traversal = It visits each element from the first to the last in order. [OK]

Hint: Loop from 0 to n-1 means forward traversal [OK]

Common Mistakes:

• Thinking it visits elements in reverse order
• Assuming it skips elements
• Confusing index start with 1 instead of 0

2. Which of the following is the correct syntax to traverse an array arr of size n backwards in C++?

easy

A. for (int i = n-1; i >= 0; i--) { /* code */ }

B. for (int i = 0; i < n; i++) { /* code */ }

C. for (int i = n; i > 0; i--) { /* code */ }

D. for (int i = n-1; i <= 0; i--) { /* code */ }

Solution

1. Step 1: Identify correct start and end conditions

   To traverse backwards, start at n-1 (last index) and go down to 0.

2. Step 2: Check loop condition and decrement

   The loop must continue while i >= 0 and decrement i-- each time.

3. Final Answer:

   for (int i = n-1; i >= 0; i--) { /* code */ } -> Option A

4. Quick Check:

   Backward loop: start=n-1, end=0, decrement [OK]

Hint: Backward loop starts at n-1 and decrements to 0 [OK]

Common Mistakes:

• Using i <= 0 instead of i >= 0
• Starting at n instead of n-1
• Incrementing instead of decrementing

3. What is the output of the following C++ code?

int arr[] = {10, 20, 30, 40, 50};
int n = 5;
for (int i = 1; i < n; i += 2) {
    std::cout << arr[i] << " ";
}

medium

A. 10 30 50

B. 20 40 50

C. 10 20 30 40 50

D. 20 40

Solution

1. Step 1: Identify loop indices visited

   The loop starts at i=1 and increments by 2: i=1, 3, then stops before 5.

2. Step 2: Find elements at these indices

   arr[1] = 20, arr[3] = 40. These are printed separated by space.

3. Final Answer:

   20 40 -> Option D

4. Quick Check:

   Indices 1 and 3 values = 20 40 [OK]

Hint: Step by 2 from 1 visits odd indices [OK]

Common Mistakes:

• Including index 5 which is out of bounds
• Starting from 0 instead of 1
• Printing all elements instead of skipping

4. Find the error in the following code snippet that tries to print all elements of an array arr of size n:

for (int i = 0; i <= n; i++) {
    std::cout << arr[i] << " ";
}

medium

A. The loop should increment i-- instead of i++.

B. The loop condition should be i < n instead of i <= n.

C. The array index should be i-1 inside the loop.

D. The loop variable i should start from 1.

Solution

1. Step 1: Analyze loop boundary condition

   The loop runs while i <= n, so it accesses arr[n] which is out of bounds.

2. Step 2: Correct the loop condition

   Change condition to i < n to access valid indices 0 to n-1.

3. Final Answer:

   The loop condition should be i < n instead of i <= n. -> Option B

4. Quick Check:

   Array indices 0 to n-1 valid, not n [OK]

Hint: Array indices go from 0 to n-1, not n [OK]

Common Mistakes:

• Using <= n causes out-of-bounds access
• Starting loop at 1 misses first element
• Decrementing i in a forward loop

5. Given an array arr of size n, which code snippet correctly prints elements at even indices in reverse order?

hard

A. for (int i = n-1; i >= 0; i -= 2) { std::cout << arr[i] << " "; }

B. for (int i = 0; i < n; i += 2) { std::cout << arr[i] << " "; }

C. for (int i = (n % 2 == 0 ? n-2 : n-1); i >= 0; i -= 2) { std::cout << arr[i] << " "; }

D. for (int i = n-2; i <= 0; i -= 2) { std::cout << arr[i] << " "; }

Solution

1. Step 1: Determine the highest even index to start

   If n is even, highest even index is n-2; if odd, it's n-1.

2. Step 2: Loop backwards by 2 from that index down to 0

   The loop decrements i by 2 each time, printing even indices in reverse order.

3. Final Answer:

   for (int i = (n % 2 == 0 ? n-2 : n-1); i >= 0; i -= 2) { std::cout << arr[i] << " "; } -> Option C

4. Quick Check:

   Start at highest even index, decrement by 2 [OK]

Hint: Start at highest even index, decrement by 2 [OK]

Common Mistakes:

• Starting at n-1 always (may be odd index)
• Loop condition incorrect (i <= 0 instead of i >= 0)
• Incrementing instead of decrementing in reverse