POJ_3356——最短编辑距离,动态规划
Description
Let x and y be two strings over some finite alphabet A. We would like to transform x into y allowing only operations given below:
- Deletion: a letter in x is missing in y at a corresponding position.
- Insertion: a letter in y is missing in x at a corresponding position.
- Change: letters at corresponding positions are distinct
Certainly, we would like to minimize the number of all possible operations.
Illustration
A G T A A G T * A G G C
| | | | | | |
A G T * C * T G A C G CDeletion: * in the bottom line Insertion: * in the top line Change: when the letters at the top and bottom are distinct
This tells us that to transform x = AGTCTGACGC into y = AGTAAGTAGGC we would be required to perform 5 operations (2 changes, 2 deletions and 1 insertion). If we want to minimize the number operations, we should do it like
A G T A A G T A G G C
| | | | | | |
A G T C T G * A C G C
and 4 moves would be required (3 changes and 1 deletion).
In this problem we would always consider strings x and y to be fixed, such that the number of letters in x is m and the number of letters in y is n where n ≥ m.
Assign 1 as the cost of an operation performed. Otherwise, assign 0 if there is no operation performed.
Write a program that would minimize the number of possible operations to transform any string x into a string y.
Input
The input consists of the strings x and y prefixed by their respective lengths, which are within 1000.
Output
An integer representing the minimum number of possible operations to transform any string x into a string y.
Sample Input
10 AGTCTGACGC
11 AGTAAGTAGGC
Sample Output
4 关于最短编辑距离可以看一下我的蓝桥杯子栏中的文章,那里有些分析
这题我只是用来测试蓝桥杯里面的“DNA比对”这题,顺便水过的 - -
#include <iostream>
#include <cstring>
#include <algorithm>
using namespace std; const int N = ;
int main()
{
int n1, n2;
char a[N], b[N];
while(cin >> n1 >> a >> n2 >> b)
{
int d1[N + ] = {}, d2[N + ] = {};
for(int i = ; i <= N; i++)
{
d1[i] = i;
} for(int i = ; i <= n1; i++) //a(0, i)
{
d2[] = i;
for(int j = ; j <= n2; j++) //b(0, j)
{
d2[j] = min(d2[j-] + , d1[j] + );
if(a[i - ] == b[j - ])
{
d2[j] = min(d2[j], d1[j-]);
}
else
{
d2[j] = min(d2[j], d1[j-] + );
}
}
for(int k = ; k <= N; k++)
{
d1[k] = d2[k];
}
}
cout << d2[n2] << endl;
}
return ;
}
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