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What is the time complexity of this function / algorithm?foreach($numbers as $number){ echo $number;}O(n!)O(2^n)O(1)O(n)O(nlog(n))O(n^2)O(log(n))

Question

What is the time complexity of this function / algorithm?

foreach($numbers as $number){
    echo $number;
}

Options:

  • O(n!)
  • O(2^n)
  • O(1)
  • O(n)
  • O(nlog(n))
  • O(n^2)
  • O(log(n))
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Solution

To determine the time complexity of the given algorithm foreach($numbers as $number){ echo $number; }, we can analyze how the function operates on the input size, which is represented by the variable $numbers.

1. ### Break Down the Problem

  1. The function loops through an array (or collection) of numbers.
  2. For each number in the collection, it performs a constant time operation (printing the number).

2. ### Relevant Concepts

  • Big O Notation: A mathematical representation used to describe the upper limit of the performance (time or space) of an algorithm in terms of the size of the input data.
  • In this case, the main operation performed is printing, which takes constant time O(1) O(1) .

3. ### Analysis and Detail

  1. Let n n be the number of elements in the $numbers array.
  2. The foreach loop iterates n n times (once for each element in the array).
  3. For each iteration of the loop, a constant time operation is performed, which leads to:

Total Time=n×O(1)=O(n) \text{Total Time} = n \times O(1) = O(n)

4. ### Verify and Summarize

  • The algorithm runs a linear loop over the input elements.
  • Each iteration takes constant time, resulting in linear time complexity.

Final Answer

The time complexity of the given function is O(n) O(n) .

This problem has been solved

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