POJ 3071 概率DP
2016-08-01 21:15
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DescriptionConsider a single-elimination football tournament involving 2n teams, denoted 1, 2, …, 2n. In each round of the tournament, all teams still in the tournament are placed in a list in orderof increasing index. Then, the first team in the list plays the second team, the third team plays the fourth team, etc. The winners of these matches advance to the next round, and the losers are eliminated. Aftern rounds, only one team remains undefeated;this team is declared the winner.Given a matrix P = [pij] such thatpij is the probability that teami will beat team j in a match determine which team is most likely to win the tournament.InputThe input test file will contain multiple test cases. Each test case will begin with a single line containingn (1 ≤n ≤ 7). The next 2n lines each contain 2n values; here, thejth value on theith line represents pij. The matrixP will satisfy the constraints thatpij = 1.0 − pji for all i ≠j, and pii = 0.0 for alli. The end-of-file is denoted by a single line containing the number −1. Note that each of the matrix entries in this problem is given as a floating-point value. To avoid precision problems, make surethat you use either the
The next most likely team to win is team 3, with a 0.372 probability of winning the tournament.题意:有2^n支队伍,淘汰赛制,给出第i个队打赢第j个队的概率(pij),求哪个队赢得概率比较大?题解:dp[i][j]表示当前是第i轮比赛,j胜出出的概率值,设第i轮和j比赛的是k队,枚举k,则j队胜利的概率为前一轮j胜利的概率乘上前一轮k胜利的慨率乘p(j,k)则状态转移方程为:
doubledata type instead of
float.OutputThe output file should contain a single line for each test case indicating the number of the team most likely to win. To prevent floating-point precision issues, it is guaranteed that the difference in win probability for thetop two teams will be at least 0.01.Sample Input
2 0.0 0.1 0.2 0.3 0.9 0.0 0.4 0.5 0.8 0.6 0.0 0.6 0.7 0.5 0.4 0.0 -1Sample Output
2HintIn the test case above, teams 1 and 2 and teams 3 and 4 play against each other in the first round; the winners of each match then play to determine the winner of the tournament. The probability that team 2 wins the tournamentin this case is:
P(2 wins) | = P(2 beats 1)P(3 beats 4)P(2 beats 3) +P(2 beats 1)P(4 beats 3)P(2 beats 4)= p21p34p23 + p21p43p24= 0.9 · 0.6 · 0.4 + 0.9 · 0.4 · 0.5 = 0.396. |
dp[i][j]+=dp[i-1][k]*dp[i-1][j]*p[j][k];
再考虑枚举k的事情,因为只能跟相邻的打,所以k有限制条件,
先给出一个例子,假设有4个队。编号为0,1,2,3.(0,1),(2,3)之间产生两个胜者,假设1,3,第二轮比赛,重新编号,
则1号队的新编号为0,3号队的新编号为1,规律为i,j的第i-1位上的数字不等就可能交手。
代码:
#include<iostream> #include<cstdio> #include<algorithm> #include<cstring> #include<cmath> #define eps 1e-10 #define N (1<<7)+5 #define inf 1<<20 #define zero(a) (fabs(a)<eps) #define lson (step<<1) #define rson (step<<1|1) using namespace std; double p ; double dp[10] ; int main(){ int n; while(scanf("%d",&n)!=EOF&&n!=-1){ for(int i=0;i<(1<<n);i++) for(int j=0;j<(1<<n);j++) scanf("%lf",&p[i][j]); memset(dp,0,sizeof(dp)); for(int i=0;i<(1<<n);i++) dp[0][i]=1; for(int i=1;i<=n;i++){ for(int j=0;j<(1<<n);j++){ for(int k=0;k<(1<<n);k++){ if(((j>>(i-1))^1)==(k>>(i-1))) dp[i][j]+=dp[i-1][k]*dp[i-1][j]*p[j][k]; } } } double ans=0; int idx=-1; for(int i=0;i<(1<<n);i++) if(dp [i]>ans){ ans=dp [i]; idx=i+1; } printf("%d\n",idx); } return 0; }
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