Minimize deviation of an array by given operations

Given an array A[] consisting of positive integers, the task is to calculate the minimum possible deviation of the given arrayA[] after performing the following operations any number of times:
- Operation 1: If the array element is even, divide it by 2.
- Operation 2: If the array element is odd, multiply it by 2.
The deviation of the array A[] is the difference between the maximum and minimum element present in the array A[].
Examples:
Input: A[] = {4, 1, 5, 20, 3}
Output: 3
Explanation: Array modifies to {4, 2, 5, 5, 3} after performing given operations. Therefore, deviation = 5 – 2 = 3.Input: A[] = {1, 2, 3, 4}
Output: 1
Explanation: Array modifies to after two operations to {2, 2, 3, 2}. Therefore, deviation = 3 – 2 = 1.
Approach: The problem can be solved based on the following observations:
- Even numbers can be divided multiple times until it converts to an odd number.
- Odd numbers can be doubled only once as it converts to an even number.
- Therefore, even numbers can never be increased.
Follow the steps below to solve the problem:
- Traverse the array and double all the odd array elements. This nullifies the requirement for the 2nd operation.
- Now, decrease the largest array element while it’s even.
- To store the array elements in sorted manner, insert all array elements into a Set.
- Greedily reduce the maximum element present in the Set
- If the maximum element present in the Set is odd, break the loop.
- Print the minimum deviation obtained.
Below is the implementation of above approach:
C++
// C++ implementation of the// above approach#include <bits/stdc++.h>using namespace std;// Function to find the minimum// deviation of the array A[]void minimumDeviation(int A[], int N){ // Store all array elements // in sorted order set<int> s; for (int i = 0; i < N; i++) { if (A[i] % 2 == 0) s.insert(A[i]); // Odd number are transformed // using 2nd operation else s.insert(2 * A[i]); } // (Maximum - Minimum) int diff = *s.rbegin() - *s.begin(); // Check if the size of set is > 0 and // the maximum element is divisible by 2 while ((int)s.size() && *s.rbegin() % 2 == 0) { // Maximum element of the set int maxEl = *s.rbegin(); // Erase the maximum element s.erase(maxEl); // Using operation 1 s.insert(maxEl / 2); // (Maximum - Minimum) diff = min(diff, *s.rbegin() - *s.begin()); } // Print the Minimum // Deviation Obtained cout << diff;}// Driver Codeint main(){ int A[] = { 4, 1, 5, 20, 3 }; int N = sizeof(A) / sizeof(A[0]); // Function Call to find // Minimum Deviation of A[] minimumDeviation(A, N); return 0;} |
Java
// Java program for the above approachimport java.io.*;import java.util.*;class GFG{// Function to find the minimum// deviation of the array A[]static void minimumDeviation(int A[], int N){ // Store all array elements // in sorted order TreeSet<Integer> s = new TreeSet<Integer>(); for (int i = 0; i < N; i++) { if (A[i] % 2 == 0) s.add(A[i]); // Odd number are transformed // using 2nd operation else s.add(2 * A[i]); } // (Maximum - Minimum) int diff = s.last() - s.first() ; // Check if the size of set is > 0 and // the maximum element is divisible by 2 while ((s.last() % 2 == 0)) { // Maximum element of the set int maxEl = s.last(); // Erase the maximum element s.remove(maxEl); // Using operation 1 s.add(maxEl / 2); // (Maximum - Minimum) diff = Math.min(diff, s.last() - s.first()); } // Print the Minimum // Deviation Obtained System.out.print(diff);}// Driver codepublic static void main(String[] args){ int A[] = { 4, 1, 5, 20, 3 }; int N = A.length; // Function Call to find // Minimum Deviation of A[] minimumDeviation(A, N);}}// This code is contributed by susmitakundugoaldanga. |
Python3
# Python 3 implementation of the# above approach# Function to find the minimum# deviation of the array A[]def minimumDeviation(A, N): # Store all array elements # in sorted order s = set([]) for i in range(N): if (A[i] % 2 == 0): s.add(A[i]) # Odd number are transformed # using 2nd operation else: s.add(2 * A[i]) # (Maximum - Minimum) s = list(s) diff = s[-1] - s[0] # Check if the size of set is > 0 and # the maximum element is divisible by 2 while (len(s) and s[-1] % 2 == 0): # Maximum element of the set maxEl = s[-1] # Erase the maximum element s.remove(maxEl) # Using operation 1 s.append(maxEl // 2) # (Maximum - Minimum) diff = min(diff, s[-1] - s[0]) # Print the Minimum # Deviation Obtained print(diff)# Driver Codeif __name__ == "__main__": A = [4, 1, 5, 20, 3] N = len(A) # Function Call to find # Minimum Deviation of A[] minimumDeviation(A, N) # This code is contributed by chitranayal. |
C#
// C# implementation of the// above approachusing System;using System.Collections.Generic;using System.Linq;class GFG { // Function to find the minimum // deviation of the array A[] static void minimumDeviation(int[] A, int N) { // Store all array elements // in sorted order HashSet<int> s = new HashSet<int>(); for (int i = 0; i < N; i++) { if (A[i] % 2 == 0) s.Add(A[i]); // Odd number are transformed // using 2nd operation else s.Add(2 * A[i]); } List<int> S = s.ToList(); S.Sort(); // (Maximum - Minimum) int diff = S[S.Count - 1] - S[0]; // Check if the size of set is > 0 and // the maximum element is divisible by 2 while ((int)S.Count != 0 && S[S.Count - 1] % 2 == 0) { // Maximum element of the set int maxEl = S[S.Count - 1]; // Erase the maximum element S.RemoveAt(S.Count - 1); // Using operation 1 S.Add(maxEl / 2); S.Sort(); // (Maximum - Minimum) diff = Math.Min(diff, S[S.Count - 1] - S[0]); } // Print the Minimum // Deviation Obtained Console.Write(diff); } // Driver code static void Main() { int[] A = { 4, 1, 5, 20, 3 }; int N = A.Length; // Function Call to find // Minimum Deviation of A[] minimumDeviation(A, N); }}// This code is contributed by divyeshrabadiya07. |
Javascript
<script>// JavaScript implementation of the// above approach// Function to find the minimum// deviation of the array A[]function minimumDeviation(A, N){ // Store all array elements // in sorted order var s = new Set(); for (var i = 0; i < N; i++) { if (A[i] % 2 == 0) s.add(A[i]); // Odd number are transformed // using 2nd operation else s.add(2 * A[i]); } var tmp = [...s].sort((a,b)=>a-b); // (Maximum - Minimum) var diff = tmp[tmp.length-1] - tmp[0]; // Check if the size of set is > 0 and // the maximum element is divisible by 2 while (s.size && tmp[tmp.length-1] % 2 == 0) { // Maximum element of the set var maxEl = tmp[tmp.length-1]; // Erase the maximum element s.delete(maxEl); // Using operation 1 s.add(parseInt(maxEl / 2)); tmp = [...s].sort((a,b)=>a-b); // (Maximum - Minimum) diff = Math.min(diff, tmp[tmp.length-1] - tmp[0]); } // Print the Minimum // Deviation Obtained document.write( diff);}// Driver Codevar A = [4, 1, 5, 20, 3];var N = A.length;// Function Call to find// Minimum Deviation of A[]minimumDeviation(A, N);</script> |
3
Time Complexity : O(N * log(N))
Auxiliary Space : O(N)
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