POJ 2151 Check the difficulty of problems (动态规划-概率DP)
Check the difficulty of problems
Time Limit: 2000MS | Memory Limit: 65536K | |
Total Submissions: 4522 | Accepted: 1993 |
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?
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
题目大意:
有 M 道题目 T 支队伍,N表示 最好 的队 至少要做出N题 ,紧接下来T行M列,表示某队做出某题 的概率为p ,问你每支队至少做出1题,最好的队至少做出N题的概率是多少?
解题思路:
一题动态规划的题, 既然最好的队至少做出N题,那么用二维记录,DP [t][f] 记录还剩 t 支队及是否出现超过N题的事件的概率。如果当前这支队伍做出超过N题,那么f置为1,否则还是f。弹了两遍,第一遍因为忘记算做出0题的情况,第二遍因为递归中数组开得略大些超内存了。
#include <iostream> #include <cstdio> using namespace std; const int maxt=1100; const int maxn=32; double dp[maxt][2]; double p[maxt][maxn]; int T,M,N; double DP(int t,int f){ if(t<=0) return f; if(dp[t][f]>-1.0) return dp[t][f]; double a[maxn][maxn],ans=0; a[0][0]=1; for(int i=1;i<=M;i++){ for(int j=0;j<=i;j++){ a[i][j]=0; if(j-1>=0) a[i][j]+=a[i-1][j-1]*p[t][i]; if(i-1>=j) a[i][j]+=a[i-1][j]*(1-p[t][i]); } } for(int i=1;i<N;i++) ans+=DP(t-1,f)*a[M][i]; for(int i=N;i<=M;i++) ans+=DP(t-1,1)*a[M][i]; return dp[t][f]=ans; } void input(){ for(int i=1;i<=T;i++){ dp[i][0]=dp[i][1]=-2.0; for(int j=1;j<=M;j++){ scanf("%lf",&p[i][j]); } } } void solve(){ printf("%.3f\n",DP(T,0)); } int main(){ while(scanf("%d%d%d",&M,&T,&N)!=EOF && (T||M||N) ){ input(); solve(); } return 0; }