在 O(n) 时间和 O(1) 空间中查找重复项

Finding duplicates in O(n) time and O(1) space(在 O(n) 时间和 O(1) 空间中查找重复项)
本文介绍了在 O(n) 时间和 O(1) 空间中查找重复项的处理方法,对大家解决问题具有一定的参考价值,需要的朋友们下面随着小编来一起学习吧!

问题描述

输入:给定一个由 n 个元素组成的数组,其中包含从 0 到 n-1 的元素,这些数字中的任何一个出现任意次数.

目标:在 O(n) 中找到这些重复的数字,并且只使用恒定的内存空间.

例如,设 n 为 7,数组为 {1, 2, 3, 1, 3, 0, 6},则答案应为 1 &3.我在这里检查了类似的问题,但答案使用了一些数据结构,如 HashSet 等.

有什么有效的算法吗?

解决方案

这是我想出来的,不需要额外的符号位:

for i := 0 to n - 1而 A[A[i]] != A[i]交换(A[i],A[A[i]])结束时结束于对于 i := 0 到 n - 1如果 A[i] != i 那么打印 A[i]万一结束于

第一个循环对数组进行置换,以便如果元素 x 至少出现一次,那么其中一个条目将位于 A[x] 位置.

请注意,乍一看它可能不是 O(n),但确实如此 - 尽管它有一个嵌套循环,但它仍然在 O(N) 时间内运行.交换仅在存在 i 使得 A[i] != i 时发生,并且每个交换设置至少一个元素使得 A[i]== i,以前不是这样.这意味着交换的总数(以及 while 循环体的执行总数)最多为 N-1.

第二个循环打印 x 的值,其中 A[x] 不等于 x - 因为第一个循环保证如果 x 在数组中至少存在一次,其中一个实例将位于 A[x],这意味着它会打印 x 的那些值代码> 不存在于数组中.

(Ideone 链接,您可以使用它)

Input: Given an array of n elements which contains elements from 0 to n-1, with any of these numbers appearing any number of times.

Goal : To find these repeating numbers in O(n) and using only constant memory space.

For example, let n be 7 and array be {1, 2, 3, 1, 3, 0, 6}, the answer should be 1 & 3. I checked similar questions here but the answers used some data structures like HashSet etc.

Any efficient algorithm for the same?

解决方案

This is what I came up with, which doesn't require the additional sign bit:

for i := 0 to n - 1
    while A[A[i]] != A[i] 
        swap(A[i], A[A[i]])
    end while
end for

for i := 0 to n - 1
    if A[i] != i then 
        print A[i]
    end if
end for

The first loop permutes the array so that if element x is present at least once, then one of those entries will be at position A[x].

Note that it may not look O(n) at first blush, but it is - although it has a nested loop, it still runs in O(N) time. A swap only occurs if there is an i such that A[i] != i, and each swap sets at least one element such that A[i] == i, where that wasn't true before. This means that the total number of swaps (and thus the total number of executions of the while loop body) is at most N-1.

The second loop prints the values of x for which A[x] doesn't equal x - since the first loop guarantees that if x exists at least once in the array, one of those instances will be at A[x], this means that it prints those values of x which are not present in the array.

(Ideone link so you can play with it)

这篇关于在 O(n) 时间和 O(1) 空间中查找重复项的文章就介绍到这了,希望我们推荐的答案对大家有所帮助,也希望大家多多支持编程学习网!

本站部分内容来源互联网,如果有图片或者内容侵犯您的权益请联系我们删除!

相关文档推荐

Rising edge interrupt triggering multiple times on STM32 Nucleo(在STM32 Nucleo上多次触发上升沿中断)
How to use va_list correctly in a sequence of wrapper functions calls?(如何在一系列包装函数调用中正确使用 va_list?)
OpenGL Perspective Projection Clipping Polygon with Vertex Outside Frustum = Wrong texture mapping?(OpenGL透视投影裁剪多边形,顶点在视锥外=错误的纹理映射?)
How does one properly deserialize a byte array back into an object in C++?(如何正确地将字节数组反序列化回 C++ 中的对象?)
What free tiniest flash file system could you advice for embedded system?(您可以为嵌入式系统推荐什么免费的最小闪存文件系统?)
Volatile member variables vs. volatile object?(易失性成员变量与易失性对象?)