Consider an array of integers of size . The indices of run from to . An algorithm is to be designed to check whether satisfies the condition given below.
such that
Which one of the following gives the worst case time complexity of the fastest algorithm that can be designed for the problem?
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Answer: A
To find the worst-case time complexity of the fastest algorithm to check the given condition, let us simplify the mathematical statement.
Let for . The given condition is:
This condition states that for any index greater than , the difference must be strictly greater than . This is equivalent to saying that the sequence of differences must be strictly increasing:
Algorithm to Check the Condition:
We can verify this condition by checking if each adjacent pair of differences is strictly increasing:
- Iterate through the array from to .
- For each , check if .
- If the inequality is violated at any point, return
False. - If the loop completes without any violation, return
True.
Complexity Analysis:
- Time Complexity: The algorithm performs a single pass over the array of size , doing a constant number of operations at each step. This takes time.
- Lower Bound: Any algorithm must examine at least elements in the worst case. If an algorithm skips even one element, an adversary can alter that element to violate the condition without the algorithm detecting it. Thus, we cannot do better than .
Therefore, the worst-case time complexity of the fastest algorithm is .
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