很多人推荐LeetCode,第一次玩,OJ的题目太少。去看了讨论版,随便选了道容易上手的,给定两个排好序的数组,找出第k小的数字。
O( (m+n)log(m+n))的算法应该没人会用吧。
O(k)的算法应该很多人都能想到。
O(log(k))的算法有点难想到。不过想通了发现思维也很简单。第k小的数字为x,那么数组1一定有i个数字小于x,数组2一定有j个数字小于x,注意i+j=k-1。因为k已知,所以我们只要搜索i即可。然后我们可以想象到,如果元素array1[i+1]为两个数组的并的第k小的数字的话,那么它满足 arrary1[i+1] >= array2[j] && array1[i+1]<=array2[j+1]。同理如果array2[j+1]为两个数组的并的第k小的数字的话,那么它满足 arrary2[j+1] >= array1[i] && array2[j+1]<=array1[i+1]。二分搜索数组1的i,并对照数组2对应的j,如果array1[i]的值太大,搜索数组1的i的前半区间,否则搜索后半区间。这个二分有点难描述,具体可以参考:
http://leetcode.com/2011/01/find-k-th-smallest-element-in-union-of.
html
实现了O(k)和O(log(k))的代码加测试代码:
import java.util.*;
public class main {
//Generate two random arrays.
public static void GenerateRanSortedArrs(ArrayList arr1, ArrayList arr2)
{
Random ranGen = new Random();
int n = ranGen.nextInt(100);
int m = ranGen.nextInt(100);
arr1.add(ranGen.nextInt(10));
arr2.add(ranGen.nextInt(10));
for(int i=1;i arr1, ArrayList arr2)
{
int[] a1= new int[]{5,5,5,5,5,5};
int[] a2= new int[]{5,5,5,5,5,5,5};
for(int i=0;i arr)
{
for(int i=0;i arr1, ArrayList arr2, int k)
{
if(k > arr1.size() + arr2.size())
return -1;
int MAX = 1<<31 -1 ;
int MIN = 1<<31;
int c =0;
for(int i=0;i
=k)
return arr1_i;
i++;
j++;
}
}
return -1;
}
//O(log(k)) algorithm
public static int KthValueFromSortedArrs_Log(ArrayList arr1, ArrayList arr2, int k)
{
if(k > arr1.size() + arr2.size())
return -1;
int MAX = 1<<31-1;
int MIN = 1<<31;
int i,j;//i+j == k-1
int left=0,right=k-1;
while(true)
{
if(right >= left)
i = (left+right)/2;
else
i = -1;
j = k-1-1-1-i;
if(i >= arr1.size())//it means there is not enough i
{
right = i - 1;
continue;
}
int arr1_i = (i>=0) arr1.get(i) : MIN;
int arr1_i_1 = (i+1= arr2.size())//it means there is no enough j, so i must get bigger.
{
left = i + 1;
continue;
}
int arr2_j = (j>=0) arr2.get(j) : MIN;
int arr2_j_1 = (j+1= arr2_j
&& arr1_i_1 <= arr2_j_1)
return arr1_i_1;
else if (arr2_j_1 >= arr1_i
&& arr2_j_1 <= arr1_i_1)
return arr2_j_1;
else if (arr1_i > arr2_j) {
right = i - 1;
}
else if (arr1_i < arr2_j) {
left = i+1;
}
}
}
public static void main(String[] args)
{
for(int i=0;i<1000;i++)
{
ArrayList arr1 = new ArrayList();
ArrayList arr2 = new ArrayList();
GenerateRanSortedArrs(arr1,arr2);
for(int k=3;k<=arr1.size()+arr2.size();k++)
{
int k1 = KthValueFromSortedArrs_Linear(arr1,arr2,k) ;
int k2 = KthValueFromSortedArrs_Log(arr1,arr2,k) ;
//System.out.println(k1 + " " + k2);
if(k1 != k2)
{
ShowArr(arr1);
ShowArr(arr2);
System.out.println(k1 + " " + k2);
}
}
}
System.out.println("Finished Running All The Demos!");
}
}