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 $number;
}
Options:
- O(n!)
- O(2^n)
- O(1)
- O(n)
- O(nlog(n))
- O(n^2)
- O(log(n))
Solution
To determine the time complexity of the given algorithm foreach($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
- The function loops through an array (or collection) of numbers.
- 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 .
3. ### Analysis and Detail
- Let be the number of elements in the
$numbers
array. - The
foreach
loop iterates times (once for each element in the array). - For each iteration of the loop, a constant time operation is performed, which leads to:
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 .
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