hdu 1081 To The Max ( 最大子矩阵 )

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To The Max

Time Limit: 2000/1000 MS (Java/Others) Memory Limit: 65536/32768 K (Java/Others)
Total Submission(s): 6612 Accepted Submission(s): 3159


Problem Description
Given a two-dimensional array of positive and negative integers, a sub-rectangle is any contiguous sub-array of size 1 x 1 or greater located within the whole array. The sum of a rectangle is the sum of all the elements in that rectangle. In this problem the sub-rectangle with the largest sum is referred to as the maximal sub-rectangle.

As an example, the maximal sub-rectangle of the array:

0 -2 -7 0
9 2 -6 2
-4 1 -4 1
-1 8 0 -2

is in the lower left corner:

9 2
-4 1
-1 8

and has a sum of 15.

Input
The input consists of an N x N array of integers. The input begins with a single positive integer N on a line by itself, indicating the size of the square two-dimensional array. This is followed by N 2 integers separated by whitespace (spaces and newlines). These are the N 2 integers of the array, presented in row-major order. That is, all numbers in the first row, left to right, then all numbers in the second row, left to right, etc. N may be as large as 100. The numbers in the array will be in the range [-127,127].

Output
Output the sum of the maximal sub-rectangle.

Sample Input
40 -2 -7 0 9 2 -6 2-4 1 -4 1 -18 0 -2

Sample Output
15

Source
Greater New York 2001 

题意:
求矩阵里面的>=1*1规模的子矩阵的最大sum和。sum为子矩阵中各元素的和。

分析:
这题相当于是求二维的最大子串和,想想当初做hdu 1003 max sum一维的时候,就是看当前sum+第i个数,
如果sum<0,则sum=0并以第i+1个数为第一个数继续累加。每次为负就重复这个过程。

现在想想,其实就是一个状态转移的公式:
f[i]=max(0,f[i-1])+a[i]

至于这题,开始找最优子结构的是时候处理错了,开始想的是先找4个为第一层最小结构,然后再接着扩展。
但是这样很容易漏掉一些情况,且对数据处理也很麻烦,甚至到最后自己都搞晕了。

正确的思路是:
先把矩阵预处理。使得map[i][j]存的是第i行前j个数的和
例如:样例中矩阵
           0 -2  -7 0
           9  2  -6 2
           -4 1 -4  1
          -1  8  0  -2
处理后变成:
            0 -2 -9 -9
            9 11 5  7 
            -4 -3 -7 -6
             -1  7  7  5
三重for循环,sum+=map[k][j]-map[k][i-1]。 ( map[k][j]-map[k][i-1]表示第k行i列和j列之间的元素和)
注意k为最内层循环,每次都是确定两列后,将行边累加,边找maxsum。
列数的确定也要按一定的顺序,首先i固定在1,j从i到n。然后依次增大i...其实就是外面的两重循环。

这样就能找到遍历所有的子矩阵,找到最大的sum.

注意:max不能初始化为0,因为最大sum可能为负。

代码:
#include<cstdio>#include<iostream>#include<algorithm>#include<cstring>#define INF  0x3f3f3f3fusing namespace std;int map[101][101];int main(){    int tmp,i,j,k,n;    while(scanf("%d",&n)!=EOF)    {        memset(map,0,sizeof(map));        for(i=1;i<=n;i++)        {            for(j=1;j<=n;j++)            {                scanf("%d",&tmp);                map[i][j]=map[i][j-1]+tmp;            }        }        int maxsum=-INF,sum;        for(i=1;i<=n;i++)        {            for(j=i;j<=n;j++)            {                sum=0;                for(k=1;k<=n;k++)                {                    sum+=map[k][j]-map[k][i-1];                    //printf("yes:  %d\n",map[k][j]-map[k][i-1]);                    //printf("test: %d\n",sum);                    if(sum<0)                        sum=0;                    if(sum>maxsum)                        maxsum=sum;                    //printf("test: %d %d\n",sum,maxsum);                }            }        }        printf("%d\n",maxsum);    }    return 0;}