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HDU 4652 Dice （概率DP）

2024-07-10 19:09:57   221人阅读

Dice


Problem Description
You have a dice with m faces, each face contains a distinct number. We assume when we tossing the dice, each face will occur randomly and uniformly. Now you have T query to answer, each query has one of the following form:
0 m n: ask for the expected number of tosses until the last n times results are all same.
1 m n: ask for the expected number of tosses until the last n consecutive results are pairwise different.
 

Input
The first line contains a number T.(1≤T≤100) The next T line each line contains a query as we mentioned above. (1≤m,n≤106) For second kind query, we guarantee n≤m. And in order to avoid potential precision issue, we guarantee the result for our query will not exceeding 109 in this problem.
 

Output
For each query, output the corresponding result. The answer will be considered correct if the absolute or relative error doesn‘t exceed 10-6.
 

Sample Input
6
0 6 1
0 6 3
0 6 5
1 6 2
1 6 4
1 6 6
10
1 4534 25
1 1232 24
1 3213 15
1 4343 24
1 4343 9
1 65467 123
1 43434 100
1 34344 9
1 10001 15
1 1000000 2000
 

Sample Output
1.000000000
43.000000000
1555.000000000
2.200000000
7.600000000
83.200000000
25.586315824
26.015990037
15.176341160
24.541045769
9.027721917
127.908330426
103.975455253
9.003495515
15.056204472
4731.706620396
 

Source
2013 Multi-University Training Contest 5
 


题目大意：

n边形的骰子，问你出现连续相同（不同）n次需要掷的次数的数学期望。


解题思路：

利用递归方式的DP的思想推公式


（1）若询问为0，则：


dp[i] 记录的是已经连续i个相同，到n个不同需要的次数的数学期望
dp[0]= 1+dp[1]
dp[1]= 1+( 1/m*dp[2]+(m-1)/m*dp[1])=1+(dp[2]+(1-m)*dp[1])/m;
dp[2]= 1+(dp[3]+(1-m)*dp[1])/m;
....................
dp[n]= 0


推出：

dp[i]   = 1 + ( (m-1)*dp[1] + dp[i+1] ) / m
dp[i+1] = 1 + ( (m-1)*dp[1] + dp[i+2] ) / m

因此，m*(dp[i+1]-dp[i])=(dp[i+2]-dp[i+1])

我们发现是等比数列

dp[0]-dp[1]=1;
dp[1]-dp[2]=m;
..........
dp[n-1]-dp[n]=m^(n-1)

累加，得：dp[0]-dp[n]=1+m+m^2+..........m^(n-1)=(1-m^n)/(1-m)

所以：dp[0]=(1-m^n)/(1-m);

（2）若询问为1，则：

 dp[0] = 1 + dp[1]
 dp[1] = 1 + (dp[1] + (m-1) dp[2]) / m
 dp[2] = 1 + (dp[1] + dp[2] + (m-2) dp[3]) / m
 dp[i] = 1 + (dp[1] + dp[2] + ... dp[i] + (m-i)*dp[i+1]) / m
dp[i+1]= 1 + (dp[1] + dp[2] + ... dp[i] + dp[i+1] + (m-i-1)*dp[i+1]) / m
 ...
 dp[n] = 0;

选出 dp[i] 和 dp[i+1] 这两行相减 得

dp[i] - dp[i+1] = (m-i-1)/m * (dp[i+1] - dp[i+2]);

因此  dp[i+1] - dp[i+2] = m/(m-i-1)*(dp[i]-dp[i+1]);

所以：
dp[0]-dp[1]=1;
dp[1]-dp[2]=1*m/(m-1);
dp[2]-dp[3]=1*m/(m-1)*m/(m-2);
..........

dp[n-1]-dp[n]=1*m/(m-1)*m/(m-2)*.......*m/(m-n+1);

累加得到答案


解题代码：

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

inline double solve(){
    int op,m,n;
    scanf("%d%d%d",&op,&m,&n);
    double ans=0;
    if(op==0){
        for(int i=0;i<=n-1;i++){
            ans+=pow(1.0*m,i);
        }
    }else{
        double tmp=1.0;
        for(int i=1;i<=n;i++){
            ans+=tmp;
            tmp*=m*1.0/(m-i);
        }
    }
    return ans;
}

int main(){
    int t;
    while(scanf("%d",&t)!=EOF){
        while(t-- >0){
            printf( "%.9lf\n",solve() );
        }
    }
    return 0;
}







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