Question

In: Computer Science

We have an array A of size n. There are only positive integers in this array....

  1. We have an array A of size n. There are only positive integers in this array. Note that the array may have integers that are not distinct, and it could be any array of positive integers in creation (I like the numbers found the decimal expansion of π for instance). When possible provide the exact complexity of the algorithm. If it’s not possible explain the O/Ω/Θ complexity. a. Design an efficient algorithm to find the maximum difference between any two integers in the array. b. Design an efficient algorithm to find the minimum difference between any two integers in the array. If there are multiple minimum differences, you only need to find one. c. Design an efficient algorithm to find the majority number in the array if it exists. By majority, I mean the number that occurs more than half the time in the array or ⌈(?+1)/2 ⌉ (there are at least 3 ways that I can think of to approach this).

Solutions

Expert Solution

a. Design an efficient algorithm to find the maximum difference between any two integers in the array.

  • For this we parse array one time and find minimum and maximum integer in array.Than we can find difference of both.This can be done in running loop 1 time. So overall time complexity is O(N).

b. Design an efficient algorithm to find the minimum difference between any two integers in the array.

  • We will sort array in ascending order. Sorting will take O(NlogN) time. Then we comapre all adjecent pairs in sorted array and find min difference. This step will take O(N) time. So overall time complexity is O(NlogN).

c. Design an efficient algorithm to find the majority number in the array if it exists.

  • We will sort the array. Sorting will take O(NlogN) time. Then we will create a variable count and prevElement.We will traverse the array. If the current element is equal to the previous element increase the count. Else set the count to 1. If the value of count is greater than half the size of array then it is the majority number.
    • Time Complexity = O(NlogN).

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