POJ2151：Check the difficulty of problems概率DP

Posted 2021-01-14 wans-caesar-02111007

Check the difficulty of problems

Time Limit: 2000MS		Memory Limit: 65536K
Total Submissions: 8903		Accepted: 3772

Description

Organizing a programming contest is not an easy job. To avoid making the problems too difficult, the organizer usually expect the contest result satisfy the following two terms: 
1. All of the teams solve at least one problem. 
2. The champion (One of those teams that solve the most problems) solves at least a certain number of problems. 

Now the organizer has studied out the contest problems, and through the result of preliminary contest, the organizer can estimate the probability that a certain team can successfully solve a certain problem. 

Given the number of contest problems M, the number of teams T, and the number of problems N that the organizer expect the champion solve at least. We also assume that team i solves problem j with the probability Pij (1 <= i <= T, 1<= j <= M). Well, can you calculate the probability that all of the teams solve at least one problem, and at the same time the champion team solves at least N problems? 

Input

The input consists of several test cases. The first line of each test case contains three integers M (0 < M <= 30), T (1 < T <= 1000) and N (0 < N <= M). Each of the following T lines contains M floating-point numbers in the range of [0,1]. In these T lines, the j-th number in the i-th line is just Pij. A test case of M = T = N = 0 indicates the end of input, and should not be processed.

Output

For each test case, please output the answer in a separate line. The result should be rounded to three digits after the decimal point.

Sample Input

2 2 2
0.9 0.9
1 0.9
0 0 0

Sample Output

0.972

Source

POJ Monthly,鲁小石

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Solution

概率DP

定义$dp[i][j][k]$表示第$i$个队伍做了$j$道题对了$k$道的概率。转移方程显然。

再定义$s[i][j]$表示第$i$个队对了不超过$j$道题的概率，$s[i][j]=sum{dp[i][t][k]},0<=k<=j$

然后所有队伍都对了至少一道题的概率就是$p1=prod{(1-s[i][0])}$

因为冠军队至少对了$n$道，那么最后的概率应该是$p1$减去每个队伍都没有达到$n$的概率：$prod{s[i][n-1]}$，在这里要注意，还要保证每个队伍都至少对了1道题，因为是递推转移得到$s$，不能把$0$的贡献算进去，所以$s$从2开始递推。

Code

 

#include<iostream>
#include<cstdio>
using namespace std;

double dp[1005][35][35], s[1005][35], p[1005][35];
int m, t, n;

int main() {
    while(scanf("%d%d%d", &m, &t, &n) != EOF) {
        if(m == 0 && t == 0 && n == 0)    break;
        for(int i = 1; i <= t; i ++)
            for(int j = 1; j <= m; j ++)
                scanf("%lf", &p[i][j]);
        for(int i = 1; i <= t; i ++) {
            dp[i][0][0] = 1;
            for(int j = 1; j <= m; j ++) {
                dp[i][j][0] = dp[i][j - 1][0] * (1 - p[i][j]);
                for(int k = 1; k <= j; k ++)
                    dp[i][j][k] = dp[i][j - 1][k - 1] * p[i][j] + dp[i][j - 1][k] * (1 - p[i][j]);
            }
            for(int j = 0; j <= m; j ++)
                s[i][j] = dp[i][m][j];
        }
        for(int i = 1; i <= t; i ++)
            for(int j = 2; j <= m; j ++)
                s[i][j] = s[i][j] + s[i][j - 1];
        double p1 = 1;
        for(int i = 1; i <= t; i ++)    p1 *= (1 - s[i][0]);
        double p2 = 1;
        for(int i = 1; i <= t; i ++)    p2 *= s[i][n - 1];
        if(n == 1)    p2 = 0;
        printf("%0.3lf
", p1 - p2);
    }
    return 0;
}