Find the element that appears once

本文介绍两种高效算法,在O(n)时间复杂度和O(1)空间复杂度下找出数组中仅出现一次的元素,其余元素皆出现三次。第一种算法利用位操作实现,第二种算法通过计算每位上1的总和来确定目标元素。

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来源:http://www.geeksforgeeks.org/find-the-element-that-appears-once/


问题:在一个数组中,其中有一个元素只出现一次,其余元素都出现三次,如何在O(n)的时间复杂度和O(1)的复杂度内找到那个元素。


首先我的想法是,一个数如果出现了三次,则这个数的二进制对应的位上1的个数肯定为3.这样我们可以枚举每一位,计算所有数在该位上1的和,如果这个和不是3的倍数,则多出的那个1肯定是由只出现过一次的那个值提供的,这样我们可以实现复杂度为O(30*n)和O(1)的空间复杂度解决该问题,这也是这篇文章中所说的第二种方法。相传这是谷歌的面试题,我给第一种做法的作者跪了,我还是没看懂。位运算真是太神奇了,许多东西需要慢慢去体会。


第一种思路的代码:

#include <stdio.h>
 
int getSingle(int arr[], int n)
{
    int ones = 0, twos = 0 ;
 
    int common_bit_mask;
 
    // Let us take the example of {3, 3, 2, 3} to understand this
    for( int i=0; i< n; i++ )
    {
        /* The expression "one & arr[i]" gives the bits that are
           there in both 'ones' and new element from arr[].  We
           add these bits to 'twos' using bitwise OR
 
           Value of 'twos' will be set as 0, 3, 3 and 1 after 1st,
           2nd, 3rd and 4th iterations respectively */
        twos  = twos | (ones & arr[i]);
 
 
        /* XOR the new bits with previous 'ones' to get all bits
           appearing odd number of times
 
           Value of 'ones' will be set as 3, 0, 2 and 3 after 1st,
           2nd, 3rd and 4th iterations respectively */
        ones  = ones ^ arr[i];
 
 
        /* The common bits are those bits which appear third time
           So these bits should not be there in both 'ones' and 'twos'.
           common_bit_mask contains all these bits as 0, so that the bits can 
           be removed from 'ones' and 'twos'   
 
           Value of 'common_bit_mask' will be set as 00, 00, 01 and 10
           after 1st, 2nd, 3rd and 4th iterations respectively */
        common_bit_mask = ~(ones & twos);
 
 
        /* Remove common bits (the bits that appear third time) from 'ones'
             
           Value of 'ones' will be set as 3, 0, 0 and 2 after 1st,
           2nd, 3rd and 4th iterations respectively */
        ones &= common_bit_mask;
 
 
        /* Remove common bits (the bits that appear third time) from 'twos'
 
           Value of 'twos' will be set as 0, 3, 1 and 0 after 1st,
           2nd, 3rd and 4th itearations respectively */
        twos &= common_bit_mask;
 
        // uncomment this code to see intermediate values
        //printf (" %d %d \n", ones, twos);
    }
 
    return ones;
}
 
int main()
{
    int arr[] = {3, 3, 2, 3};
    int n = sizeof(arr) / sizeof(arr[0]);
    printf("The element with single occurrence is %d ",
            getSingle(arr, n));
    return 0;
}

Output:

2

Time Complexity: O(n)
Auxiliary Space: O(1)


第二种方法是我们容易想到的,程序代码如下:

#include <stdio.h>
#define INT_SIZE 32
 
int getSingle(int arr[], int n)
{
    // Initialize result
    int result = 0;
 
    int x, sum;
 
    // Iterate through every bit
    for (int i = 0; i < INT_SIZE; i++)
    {
      // Find sum of set bits at ith position in all
      // array elements
      sum = 0;
      x = (1 << i);
      for (int j=0; j< n; j++ )
      {
          if (arr[j] & x)
            sum++;
      }
 
      // The bits with sum not multiple of 3, are the
      // bits of element with single occurrence.
      if (sum % 3)
        result |= x;
    }
 
    return result;
}
 
// Driver program to test above function
int main()
{
    int arr[] = {12, 1, 12, 3, 12, 1, 1, 2, 3, 2, 2, 3, 7};
    int n = sizeof(arr) / sizeof(arr[0]);
    printf("The element with single occurrence is %d ",
            getSingle(arr, n));
    return 0;
}


(c++题解,代码运行时间小于200ms,内存小于64MB,代码不能有注释)It’s time for the company’s annual gala! To reward employees for their hard work over the past year, PAT Company has decided to hold a lucky draw. Each employee receives one or more tickets, each of which has a unique integer printed on it. During the lucky draw, the host will perform one of the following actions: Announce a lucky number x, and the winner is then the smallest number that is greater than or equal to x. Ask a specific employee for all his/her tickets that have already won. Declare that the ticket with a specific number x wins. A ticket can win multiple times. Your job is to help the host determine the outcome of each action. Input Specification: The first line contains a positive integer N (1≤N≤10 5 ), representing the number of tickets. The next N lines each contains two parts separated by a space: an employee ID in the format PAT followed by a six-digit number (e.g., PAT202412) and an integer x (−10 9 ≤x≤10 9 ), representing the number on the ticket. Then the following line contains a positive integer Q (1≤Q≤10 5 ), representing the number of actions. The next Q lines each contain one of the following three actions: 1 x: Declare the ticket with the smallest number that is greater than or equal to x as the winner. 2 y: Ask the employee with ID y all his/her tickets that have already won. 3 x: Declare the ticket with number x as the winner. It is guaranteed that there are no more than 100 actions of the 2nd type (2 y). Output Specification: For actions of type 1 and 3, output the employee ID holding the winning ticket. If no valid ticket exists, output ERROR. For actions of type 2, if the employee ID y does not exist, output ERROR. Otherwise, output all winning ticket numbers held by this employee in the same order of input. If no ticket wins, output an empty line instead. Sample Input: 10 PAT000001 1 PAT000003 5 PAT000002 4 PAT000010 20 PAT000001 2 PAT000008 7 PAT000010 18 PAT000003 -5 PAT102030 -2000 PAT000008 15 11 1 10 2 PAT000008 2 PAT000001 3 -10 1 9999 1 -10 3 2 1 0 3 1 2 PAT000001 3 -2000 Sample Output: PAT000008 15 ERROR ERROR PAT000003 PAT000001 PAT000001 PAT000001 1 2 PAT102030
08-12
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