• poj 2151 Check the difficulty of problems(概率DP)


    Check the difficulty of problems
    Time Limit: 2000MS   Memory Limit: 65536K
    Total Submissions: 4680   Accepted: 2049

    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


    ans = (1-第1队做出0题)*(1-第2队做出0题)...(1-第n队做出0题)-(第1队做1-N题)*(第2队做1-N题)...(第n队做1-N题)

    蓝色部分为条件1,红色部分为条件2.

    dp[t][m][i]表示第t队在前m题中做出i题:

    dp[t][m][i] = dp[t][m-1][i-1]*P[m][i]+dp[t][m-1][i]*(1-P[m][i]),i>0

    dp[t][m][i] = dp[t][m-1][i]*(1-P[m][i]),i==0.


    #include <iostream>
    #include <cstdio>
    #include <cmath>
    #include <string>
    #include <cstring>
    #include <cstdlib>
    using namespace std;
    
    const int maxt = 1010;
    const int maxm = 35;
    double dp[maxt][maxm][maxm] , P[maxt][maxm];
    int N , M , T;
    
    void initial(){
    	for(int i = 0; i < maxt; i++){
    		for(int j = 0; j < maxm; j++){
    			P[i][j] = 0;
    			for(int k = 0; k < maxm; k++) dp[i][j][k] = 0;
    		}
    	}
    }
    
    void readcase(){
    	for(int i = 1; i <= T; i++){
    		for(int j = 1; j <= M; j++) scanf("%lf" , &P[i][j]);
    	}
    }
    
    void computing(){
    	for(int i = 0; i <= T; i++) dp[i][0][0] = 1.0;
    	for(int t = 1; t <= T; t++){
    		for(int m = 1; m <= M; m++){
    			for(int i = 0; i <= min(m , N); i++){
    				if(i)dp[t][m][i] = dp[t][m-1][i-1]*P[t][m]+dp[t][m-1][i]*(1.0-P[t][m]);
    				else dp[t][m][i] = dp[t][m-1][i]*(1.0-P[t][m]);
    			}
    		}
    	}
    	double ans = 1.0;
    	for(int i = 1; i <= T; i++) ans = ans*(1.0-dp[i][M][0]);
    	//cout << ans << endl;
    	double tem = 1.0;
    	for(int t = 1; t <= T; t++){
    		double ttem = 0.0;
    		for(int i = 1; i < N; i++) ttem += dp[t][M][i];
    		tem *= ttem;
    	}
    	printf("%.3lf
    " , ans-tem);
    }
    
    int main(){
    	while(scanf("%d%d%d", &M , &T , &N) && (N!=0 || M!=0 || T!=0)){
    		initial();
    		readcase();
    		computing();
    	}
    	return 0;
    }


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  • 原文地址:https://www.cnblogs.com/lcchuguo/p/5318766.html
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