Problem:
Jason rolls three fair standard six-sided dice. Then he looks at the rolls and chooses a subset of the dice (possibly empty, possibly all three dice) to reroll. After rerolling, he wins if and only if the sum of the numbers face up on the three dice is exactly 7. Jason always plays to optimize his chances of winning. What is the probability that he chooses to reroll exactly two of the dice?
Answer Choices:
A. 367​
B. 245​
C. 92​
D. 7217​
E. 41​
Solution:
Consider the probability that rolling two dice gives a sum of s, where s≤7. There are s−1 pairs that satisfy this, namely (1,s−1),(2,s−2),…,(s−1,1), out of 62=36 possible pairs. The probability is 36s−1​.
Therefore, if one die has a value of a and Jason rerolls the other two dice, then the probability of winning is 367−a−1​=366−a​.
In order to maximize the probability of winning, a must be minimized. This means that if Jason rerolls two dice, he must choose the two dice with the maximum values.
Thus, we can let a≤b≤c be the values of the three dice. Consider the case when a+b<7. If a+b+c=7, then we do not need to reroll any dice. Otherwise, if we reroll one die, we can reroll any one dice in the hope that we get the value that makes the sum of the three dice 7 . This happens with probability 61​. If we reroll two dice, we will roll the two maximum dice, and the probability of winning is 366−a​, as stated above.
However, 61​>366−a​, so rolling one die is always better than rolling two dice if a+b<7.
Now consider the case where a+b≥7. Rerolling one die will not help us win since the sum of the three dice will always be greater than 7. If we reroll two dice, the probability of winning is, once again, 366−a​. To find the probability of winning if we reroll all three dice, we can let each dice have 1 dot and find the number of ways to distribute the remaining 4 dots. By stars and bars, there are (26​)=15 ways to do this, making the probability of winning 6315​=725​.
In order for rolling two dice to be more favorable than rolling three dice, 366−a​>725​→a≤3. Thus, rerolling two dice is optimal if and only if a≤3 and a+b≥7. The possible triplets (a,b,c) that satisfy these conditions, and the number of ways they can be permuted, are:
(3,4,4)→3 ways(3,4,5)→6 ways(3,4,6)→6 ways(3,5,5)→3 ways(3,5,6)→6 ways(3,6,6)→3 ways(2,5,5)→3 ways(2,5,6)→6 ways(2,6,6)→3 ways(1,6,6)→3 ways​
There are 3+6+6+3+6+3+3+6+3+3=42 ways in which rerolling two dice is optimal, out of 63=216 possibilities, Therefore, the probability that Jason will reroll two dice is:
21642​=(A) 367​​
OR
We conclude all of the following after the initial roll:
1. Jason rerolls exactly zero dice if and only if the sum of the three dice is 7, in which the probability of winning is always 1.
2. If Jason rerolls exactly one die, then the sum of the two other dice must be 2,3,4,5, or 6 . The probability of winning is always 61​, as exactly 1 of the 6 possible outcomes of the die rerolled results in a win.
3. If Jason rerolls exactly two dice, then the outcome of the remaining die must be 1,2,3,4, or 5. Applying casework to the remaining die produces the following table:
Remaining Die12345​Sum Needed for the Two Dice Rerolled65432​Probability of Winning5/364/363/362/361/36​​
The probability of winning is at most 365​.
4. If Jason (re)rolls all three dice, then the probability of winning is always 63(26​)​=21615​=725​. For the denominator, rolling three dice gives a total of 63=216 possible outcomes. For the numerator, this is the same as counting the ordered triples of positive integers (a,b,c) for which a+b+c=7. Suppose that 7 balls are lined up in a row. There are 6 gaps between the balls, and placing dividers in 2 of the gaps separates the balls into 3 piles. From left to right, the numbers of balls in the piles correspond to a,b, and c, respectively. There are (26​)=15 ways to place the dividers. Note that the dividers' positions and the ordered triples have one-to-one correspondence, and 1≤a,b,c≤6 holds for all such ordered triples.
The optimal strategy is that:
- If Jason needs to reroll at least zero dice to win, then he rerolls exactly zero dice.
- If Jason needs to reroll at least one die to win, then he rerolls exactly one die.
- If Jason needs to reroll at least two dice to win, then he rerolls exactly two dice if and only if the probability of winning is greater than 725​, the probability of winning for rerolling all three dice.,
The first three cases in the table above satisfy this requirement. We will analyze these cases by considering the initial outcomes of the two dice rerolled. Note that any of the three dice can be the remaining die, so we need a factor of 3 for all counts in the third column:
Remaining Die123​Initial Outcomes of the Two Dice RerolledBoth are in {6},not necessarily distinct.Both are in {5,6},not necessarily distinct.Both are in {4,5,6},not necessarily distinct.​# of Ways3⋅12=33⋅22=123⋅32=27​​
Finally, the requested probability is
633+12+27​=21642​=(A) 367​​
The problems on this page are the property of the MAA's American Mathematics Competitions