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  • POJ 2151 Check the difficulty of problems 概率dp+01背包

    题目链接:

    http://poj.org/problem?id=2151

    Check the difficulty of problems

    Time Limit: 2000MS
    Memory Limit: 65536K
    #### 问题描述 > 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? > #### 输入 > 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.

    输出

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

    样例输入

    2 2 2
    0.9 0.9
    1 0.9
    0 0 0

    样例输出

    0.972

    题意

    acm竞赛总共有m道题,t个队伍,并且知道第i个队伍做出第j道题的概率,求保证每个队伍都至少做出一道题,并且冠军队伍至少做出n道题的概率。

    题解

    原问题可以转换为求:所有的队伍都至少做出一题的概率-每个队伍都做出(1~n-1)道题的总概率。

    代码

    #include<map>
    #include<set>
    #include<cmath>
    #include<queue>
    #include<stack>
    #include<ctime>
    #include<vector>
    #include<cstdio>
    #include<string>
    #include<bitset>
    #include<cstdlib>
    #include<cstring>
    #include<iostream>
    #include<algorithm>
    #include<functional>
    using namespace std;
    #define X first
    #define Y second
    #define mkp make_pair
    #define lson (o<<1)
    #define rson ((o<<1)|1)
    #define mid (l+(r-l)/2)
    #define sz() size()
    #define pb(v) push_back(v)
    #define all(o) (o).begin(),(o).end()
    #define clr(a,v) memset(a,v,sizeof(a))
    #define bug(a) cout<<#a<<" = "<<a<<endl
    #define rep(i,a,b) for(int i=a;i<(b);i++)
    #define scf scanf
    #define prf printf
    
    typedef __int64 LL;
    typedef vector<int> VI;
    typedef pair<int,int> PII;
    typedef vector<pair<int,int> > VPII;
    
    const int INF=0x3f3f3f3f;
    const LL INFL=0x3f3f3f3f3f3f3f3fLL;
    const double eps=1e-9;
    
    const double PI = acos(-1.0);
    
    //start----------------------------------------------------------------------
    
    const int maxn=3333;
    const int maxm=33;
    ///n个队伍,m道题,冠军至少做mm道。
    int n,m,mm;
    
    double dp[maxn][maxm];
    double dp2[maxm][maxm];
    double mat[maxn][maxm];
    
    void init(){
        clr(dp,0);
    }
    
    int main() {
        while(scf("%d%d%d",&m,&n,&mm)==3&&n){
            init();
            for(int i=1;i<=n;i++){
                clr(dp2,0);
                ///01背包,dp2[j][k],求第i个队伍前j道题做出k道的概率。
                dp2[0][0]=1.0;
                for(int j=1;j<=m;j++){
                    double x; scf("%lf",&x);
                    for(int k=0;k<=j;k++){
                        dp2[j][k]+=dp2[j-1][k]*(1-x);
                        if(k) dp2[j][k]+=dp2[j-1][k-1]*x;
                    }
                }
                ///mat[i][k]:第i个队伍m道题做出k道的概率。
                for(int k=0;k<=mm-1;k++) mat[i][k]=dp2[m][k];
            }
    
            ///biger:所有的队伍都至少做出一题的概率
            double biger=1.0;
            for(int i=1;i<=n;i++) biger*=(1-mat[i][0]);
    
            ///dp[i][j]:统计前i个队伍中第i个队伍做了j题的总概率。
            clr(dp,0);
            for(int j=1;j<=mm-1;j++) dp[1][j]=mat[1][j];
            for(int i=2;i<=n;i++){
                for(int j=1;j<=mm-1;j++){
                    for(int k=1;k<=mm-1;k++){
                        dp[i][j]+=dp[i-1][k]*mat[i][j];
                    }
                }
            }
    
            ///sum:每个队伍都做出(1~mm-1)道题的总概率
            double sum=0;
            for(int i=1;i<=mm-1;i++) sum+=dp[n][i];
    
            prf("%.3f
    ",biger-sum);
        }
        return 0;
    }
    
    //end-----------------------------------------------------------------------
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  • 原文地址:https://www.cnblogs.com/fenice/p/5983073.html
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