Find the odd appearing element in O(Log n) time

Given an array where all elements appear even number of times except one. All repeating occurrences of elements appear in pairs and these pairs are not adjacent (there cannot be more than two consecutive occurrences of any element). Find the element that appears odd number of times.

Note that input like {2, 2, 1, 2, 2, 1, 1} is valid as all repeating occurrences occur in pairs and these pairs are not adjacent. Input like {2, 1, 2} is invalid as repeating elements don’t appear in pairs. Also, input like {1, 2, 2, 2, 2} is invalid as two pairs of 2 are adjacent. Input like {2, 2, 2, 1} is also invalid as there are three consecutive occurrences of 2.

Example :

Input: arr[] = {1, 1, 2, 2, 1, 1, 2, 2, 13, 1, 1, 40, 40, 13, 13}
Output: 13

Input: arr[] = {1, 1, 2, 2, 3, 3, 4, 4, 3, 600, 600, 4, 4}
Output: 3

We strongly recommend you to minimize your browser and try this yourself first.

A Simple Solution is to sort the array and then traverse the array from left to right. Since the array is sorted, we can easily figure out the required element. Time complexity of this solution is O(n Log n)



A Better Solution is to do XOR of all elements, result of XOR would give the odd appearing element. Time complexity of this solution is O(n). See XOR based solution for add apearing for more details.

An Efficient Solution can find the required element in O(Log n) time. The idea is to use Binary Search. Below is an observation in input array.
Since the element appears odd number of times, there must be a single occurrence of the element. For example, in {2, 1, 1, 2, 2), the first 2 is the odd occurrence. So the idea is to find this odd occurrence using Binary Search.
All elements before the odd occurrence have first occurrence at even index (0, 2, ..) and next occurrence at odd index (1, 3, …). And all elements afterhave first occurrence at odd index and next occurrence at even index.

1) Find the middle index, say ‘mid’.

2) If ‘mid’ is even, then compare arr[mid] and arr[mid + 1]. If both are same, then there is an odd occurrence of the element after ‘mid’ else before mid.

3) If ‘mid’ is odd, then compare arr[mid] and arr[mid – 1]. If both are same, then there is an odd occurrence after ‘mid’ else before mid.

Below is the implementation based on above idea.

C/C++

// C program to find the element that appears odd number of time
#include<stdio.h>
  
// A Binary Search based function to find the element
// that appears odd times
void search(int *arr, int low, int high)
{
     // Base cases
    if (low > high)
       return;
    if (low==high)
    {
        printf("The required element is %d ", arr[low]);
        return;
    }
  
    // Find the middle point
    int mid = (low+high)/2;
  
    // If mid is even and element next to mid is
    // same as mid, then output element lies on
    // right side, else on left side
    if (mid%2 == 0)
    {
        if (arr[mid] == arr[mid+1])
            search(arr, mid+2, high);
        else
            search(arr, low, mid);
    }
    else // If mid is odd
    {
        if (arr[mid] == arr[mid-1])
            search(arr, mid+1, high);
        else
            search(arr, low, mid-1);
    }
}
  
// Driver program
int main()
{
    int arr[] = {1, 1, 2, 2, 1, 1, 2, 2, 13, 1, 1, 40, 40};
    int len = sizeof(arr)/sizeof(arr[0]);
    search(arr, 0, len-1);
    return 0;
}

Java

// Java program to find the element 
// that appears odd number of time
  
class GFG
{
    // A Binary Search based function to find
    // the element that appears odd times
    static void search(int arr[], int low, int high)
    {
        // Base cases
        if (low > high)
        return;
        if (low == high)
        {
            System.out.printf("The required element is %d "
                              , arr[low]);
            return;
        }
      
        // Find the middle point
        int mid = (low + high)/2;
      
        // If mid is even and element next to mid is
        // same as mid, then output element lies on
        // right side, else on left side
        if (mid % 2 == 0)
        {
            if (arr[mid] == arr[mid + 1])
                search(arr, mid + 2, high);
            else
                search(arr, low, mid);
        }
          
        // If mid is odd
        else 
        {
            if (arr[mid] == arr[mid - 1])
                search(arr, mid + 1, high);
            else
                search(arr, low, mid - 1);
        }
    }
      
    // Driver program
    public static void main(String[] args)
    {
        int arr[] = {1, 1, 2, 2, 1, 1, 2, 2, 13
                                    1, 1, 40, 40};
        int len = arr.length;
        search(arr, 0, len-1);
    }
}
// This code is contributed by
// Smitha DInesh Semwal

Python

# Python program to find the element that appears odd number of times
# O(log n) approach
  
# Binary search based function
# Returns the element that appears odd number of times
def search(arr, low, high):
      
    # Base case
    if low > high:
        return None
    if low == high:
        return arr[low]
  
    # Find the middle point
    mid = (low + high)/2;
  
    # If mid is even
    if mid%2 == 0:
          
        # If the element next to mid is same as mid,
        # then output element lies on right side,
        # else on left side
        if arr[mid] == arr[mid+1]:
            return search(arr, mid+2, high)
        else:
            return search(arr, low, mid)
  
    else:
        # else if mid is odd
  
        if arr[mid] == arr[mid-1]:
            return search(arr, mid+1, high)
        else:
            # (mid-1) because target element can only exist at even place
            return search(arr, low, mid-1)
  
  
# Test array
arr = [ 1, 1, 2, 2, 1, 1, 2, 2, 13, 1, 1, 40, 40 ]
  
result = search(arr, 0, len(arr)-1 )
  
if result is not None:
    print "The required element is %d " % result
else:
    print "Invalid array"

C#

// C# program to find the element 
// that appears odd number of time
using System;
  
class GFG  {
      
    // A Binary Search based function to find
    // the element that appears odd times
    static void search(int []arr, int low, int high)
    {
        // Base cases
        if (low > high)
        return;
        if (low == high)
        {
            Console.WriteLine("The required element is "
                                               arr[low]);
            return;
        }
      
        // Find the middle point
        int mid = (low + high)/2;
      
        // If mid is even and element next to mid is
        // same as mid, then output element lies on
        // right side, else on left side
        if (mid % 2 == 0)
        {
            if (arr[mid] == arr[mid + 1])
                search(arr, mid + 2, high);
            else
                search(arr, low, mid);
        }
          
        // If mid is odd
        else
        {
            if (arr[mid] == arr[mid - 1])
                search(arr, mid + 1, high);
            else
                search(arr, low, mid - 1);
        }
    }
      
    // Driver program
    public static void Main()
    {
        int []arr = {1, 1, 2, 2, 1, 1, 2, 2, 13, 
                                  1, 1, 40, 40};
        int len = arr.Length;
        search(arr, 0, len-1);
    }
}
  
// This code is contributed by Sam007

PHP

<?php
// PHP program to find the 
// element that appears odd 
// number of times
  
// A Binary Search based
// function to find the 
// element that appears odd times
function search($arr, $low, $high)
{
    // Base cases
    if ($low > $high)
    return;
    if ($low == $high)
    {
        echo "The required element is "
                             $arr[$low];
        return;
    }
  
    // Find the middle point
    $mid = ($low + $high) / 2;
  
    // If mid is even and element
    // next to mid is same as mid, 
    // then output element lies on
    // right side, else on left side
    if ($mid % 2 == 0)
    {
        if ($arr[$mid] == $arr[$mid + 1])
            search($arr, $mid + 2, $high);
        else 
            search($arr, $low, $mid);
    }
      
    // If mid is odd
    else 
    {
        if ($arr[$mid] == $arr[$mid - 1])
            search($arr, $mid + 1, $high);
        else
            search($arr, $low, $mid - 1);
    }
}
  
// Driver Code
$arr = array(1, 1, 2, 2, 1, 1, 2,
             2, 13, 1, 1, 40, 40);
$len = count($arr);;
search($arr, 0, $len - 1);
  
// This code is contributed by anuj_67.
?>

Output :

The required element is 13


Time Complexity:
O(Log n)

This article is contributed by Mehboob Elahi. Please write comments if you find anything incorrect, or you want to share more information about the topic discussed above



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Improved By : Sam007, vt_m



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