题目原文:

An inversion in an array a[] is a pair of entries a[i] and a[j] such that i<j but a[i]>a[j]. Given an array, design a linearithmic algorithm to count the number of inversions.

分析:

如果没有性能限制,用插入排序算法可以实现。题目性能被限制在nlogn,又是归并排序的练习题,很显然要实现个归并排序,并在里面计数。通过一个例子来看下计数方法,例如{6, 5, 2, 3, 4, 1}这个序列,归并过程中会分为分为如下几步:

1. 归并{6, 5},存在一次右侧元素5移至左侧的操作,变成{5, 6},归并前逆序对<6,5>

2. 归并{5, 6, 2},存在一次右侧元素2移至左侧的操作, 变成{2, 5, 6},归并前存在两对逆序对<5, 2>和<6, 2>

3. 归并{3, 4},不存在右侧元素左移操作

4. 归并{3, 4, 1},存在一次右侧元素1移至左侧的操作,变成{1, 3, 4},归并前存在两对逆序对<3, 1>和<4, 1>

5. 归并{2, 5, 6, 1, 3, 4},存在三次1、3、4右侧元素移至左侧的操作,归并前存在七对逆序对<2,1><5,1><6,1><5,3><6,3><5,4><6,4>

由上述分析可见,当右侧元素a[j]与左侧元素a[i]进行比较后需要移至左侧时,a[j]与区间 [ a[i] , a[mid] ]中的所有元素都可以组成逆序对,这个区间的元素个数为mid+1-i个。

因此代码如下:

 import java.util.Arrays;

 /**
* @author evasean www.cnblogs.com/evasean/
*/
public class CountInversions {
private static Comparable[] aux;
private static int num = 0; // 逆序对计数 private static boolean less(Comparable v, Comparable w) {
return v.compareTo(w) < 0;
} public static int inversionsNum(Comparable[] a) {
aux = new Comparable[a.length];
sort(a, 0, a.length - 1);
return num;
} private static void sort(Comparable[] a, int lo, int hi) {
if (hi <= lo)
return;
int mid = lo + (hi - lo) / 2;
sort(a, lo, mid);
sort(a, mid + 1, hi);
merge(a, lo, mid, hi);
} private static void merge(Comparable[] a, int lo, int mid, int hi) {
int i = lo;
int j = mid + 1;
for (int k = lo; k <= hi; k++) {
aux[k] = a[k];
}
for (int k = lo; k <= hi; k++) {
if (i > mid) // i>mid表示aux的左半侧已经被全部被放于a中,直接将右半侧部分放入a
a[k] = aux[j++];
else if (j > hi) // j>hi表示aux的右半侧已经被全部被放于a中,直接将左半侧部分放入a
a[k] = aux[i++];
else if (less(aux[j], aux[i])){ // 右侧元素小于左侧元素时,将右侧元素放入
num += mid+1-i; //此时右侧的这个元素a[j]和[a[i],a[mid]]整个区间的元素都是逆序对
a[k] = aux[j++];
}else a[k] = aux[i++];
}
//System.out.println(Arrays.toString(a));
} public static void main(String[] args) {
Integer[] a = { 6,5,2,3,4,1 };
System.out.println(inversionsNum(a));
System.out.println(Arrays.toString(a));
}
}

Coursera Algorithms week3 归并排序 练习测验: Counting inversions的更多相关文章

  1. Coursera Algorithms week3 归并排序 练习测验: Shuffling a linked list

    题目原文: Shuffling a linked list. Given a singly-linked list containing n items, rearrange the items un ...

  2. Coursera Algorithms week3 归并排序 练习测验: Merging with smaller auxiliary array

    题目原文: Suppose that the subarray a[0] to a[n-1] is sorted and the subarray a[n] to a[2*n-1] is sorted ...

  3. Coursera Algorithms week3 快速排序 练习测验: Selection in two sorted arrays(从两个有序数组中寻找第K大元素)

    题目原文 Selection in two sorted arrays. Given two sorted arrays a[] and b[], of sizes n1 and n2, respec ...

  4. Coursera Algorithms week3 快速排序 练习测验: Decimal dominants(寻找出现次数大于n/10的元素)

    题目原文: Decimal dominants. Given an array with n keys, design an algorithm to find all values that occ ...

  5. Coursera Algorithms week3 快速排序 练习测验: Nuts and bolts

    题目原文: Nuts and bolts. A disorganized carpenter has a mixed pile of n nuts and n bolts. The goal is t ...

  6. Coursera Algorithms week1 算法分析 练习测验: Egg drop 扔鸡蛋问题

    题目原文: Suppose that you have an n-story building (with floors 1 through n) and plenty of eggs. An egg ...

  7. Coursera Algorithms week1 算法分析 练习测验: 3Sum in quadratic time

    题目要求: Design an algorithm for the 3-SUM problem that takes time proportional to n2 in the worst case ...

  8. Coursera Algorithms week2 基础排序 练习测验: Dutch national flag 荷兰国旗问题算法

    第二周课程的Elementray Sorts部分练习测验Interview Questions的第3题荷兰国旗问题很有意思.题目的原文描述如下: Dutch national flag. Given ...

  9. Coursera Algorithms week4 基础标签表 练习测验:Inorder traversal with constant extra space

    题目原文: Design an algorithm to perform an inorder traversal of a binary search tree using only a const ...

随机推荐

  1. HDU_1085_Holding Bin-Laden Captive!_母函数

    Holding Bin-Laden Captive! Time Limit: 2000/1000 MS (Java/Others)    Memory Limit: 65536/32768 K (Ja ...

  2. Python之模块、正则

    一.模块import 模块的实质就是把要导入模块里面的代码,从上到下执行一遍,找模块的顺序是,先从当前目录下找,找不到的话,再环境变量里面找导入的模块名字最好不要有.,a.import sysprin ...

  3. 在iOS项目中嵌入RN代码

    1:在项目跟目录下创建一个ReactComponent文件夹.目录结构如下: 2: 在ReactComponent文件夹下新建一个 package.json 文件 { "name" ...

  4. 1 WebService 常见问题

    <binding name="> <readerQuotas maxStringContentLength=" /> </binding> &l ...

  5. [SQL Server] 常用sql脚本

    1.添加表 GO IF NOT EXISTS(SELECT * FROM sys.tables WHERE name='table_name') BEGIN CREATE TABLE [dbo].[t ...

  6. How To: set udev rule for setting the disk permission on ASM disks when using multipath on Linux 6.x

    在RHEL6.4上安装11gR2的RAC时,使用了MULTIPATH来聚合绑定多路径的磁盘,并且修改磁盘的权限,赋予grid:asmadmin用户和组. 此时,在安装时可以发现磁盘,日志如下 INFO ...

  7. Problem 63

    Problem 63 https://projecteuler.net/problem=63 Powerful digit counts The 5-digit number, 16807=75, i ...

  8. mysql-索引、导入、导出、备份、恢复

    1.索引 索引是一种与表有关的结构,它的作用相当于书的目录,可以根据目录中的页码快速找到所需的内容. 当表中有大量记录时,若要对表进行查询,没有索引的情况是全表搜索:将所有记录一一取出,和查询条件进行 ...

  9. 彻底搞定Android开发中软键盘的常见问题

    软键盘显示的原理 软件盘的本质是什么?软键盘其实是一个Dialog.        InputMethodService为我们的输入法创建了一个Dialog,并且将该Dialog的Window的某些参 ...

  10. Linux I/O scheduler for solid-state drives

    An I/O scheduler and a method for scheduling I/O requests to a solid-state drive (SSD) is disclosed. ...