Satvik proposes a game of dice to Agnishom.
He says, "There are standard six-sided dice and the aim is to have the highest total of two dice. First you will throw dice. If you are happy with your total, that's great!
If you aren't happy with the total you have thrown, you can roll both dice again. However if you roll a second time, then whatever total you get, you must keep.
Now I will roll both dice. I have to accept the total I throw the first time, however if we both have rolled the same total then I win."
Given optimal strategy by Agnishom, what is the probability for Agnishom winning this game?
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There are a total of 36 outcomes of rolling two dice. The probabilities for the rolls are
2, 12 = 1/36
3,11 -- 2/36
4, 10 -- 3/36
5, 10 -- 4/36
6, 8 -- 5/36
7 --- 6/36
Formulating Optimal Strategy - - -
If Agnishom rolls a 6 and keeps it, he can win only if Satvik rolls a 2, 3, 4, 5 with a 10/36 = 0.27 chance. Remember Satvik also wins if he rolls a 6. Thus its obvious that any roll 6 and below, Agnishom must reroll.
If Agnishom rolls a 8, he wins if Satvik rolls a 2, 3, 4, 5, 6, 7 with 21/36 = 0.58 chance. Thus its obvious that any roll of 8 or higher Agnishom must keep.
Now lets see what is optimal strategy if Agnishom rolls a 7. Agnishom wins if Satvik rolls a 2, 3, 4, 5, 6 with 15/36 = 0.4166 chance. Can we improve that by re-rolling ?
If you roll a second time, then you have to take the sum of the probabilities of each roll multiplied by the probability of winning with that roll. This gives --
2 : 1/36 * 0 = 0
3 : 2/36 * 1/36 = 2/1296
4: 3/36 * 3/36 = 9/1296
5: 4/36 * 6/36 = 24/1296
6: 5/36 * 10/36 = 50/1296
7: 6/36 * 15/36 = 90/1296
8: 5/36 * 21/36 = 105/1296
9: 4/36 * 26/36 = 104/1296
10: 3/36 * 30/36 = 90/1296
11: 2/36 * 33/36 = 66/1296
12: 1/36 * 35/36 = 35/1296
We add all these probabilities to get 575/1296 = 0.443 chance which has improved our chances of winning if we re-roll. So now our strategy is clear.
Any roll 7 or below, Agnishom must re-roll. And keep any roll 8 and above.
Take the probability for each roll for the first throw of the dice multiplied by the probability of winning after that first roll. Any number 8 or higher has the same probabilities calculated above.
That's 105 + 104 + 90 + 66 +35 = 400/1296 = 0. 3086 chance of winning with the first roll.
Any number 7 or lower will be re-rolled, and from above we know that the probability of winning on the second roll is 575/1296. The probability of rolling 7 or lower is 21/36. This gives a probability for 2-7 roll when you re-roll at 21/36 * 575/1296 = 12075/46656 = 0.2588.
Total probability of winning on first and second roll is 0.3086 + 0.2588 = 0.567.