Probability of rolling a straight in Yahtzee












1












$begingroup$


I am trying to compute a very specific probability given a game of Yahtzee.



Here are the rules:




  • There are 5 fair, 5-sided dice with equal probability of rolling each number.

  • You have 3 rolls to obtain a straight [1,2,3,4,5].

  • Per Yahtzee rules, you can choose which dice to reroll, in order to obtain a straight. (ie, if on roll 1 you get [1,2,3,3,4], you can keep [1,2,3,4] and reroll 1 dice)

  • Your first roll must have a 3 of a kind (ie: [1,2,3,3,3] or [1,1,3,3,3]

  • First rolls with 4 of a kind, 5 of a kind, or a perfect straight DO NOT count (ie: [3,3,3,3,4])


I am trying to write this in terms of mathematic notation. My intuition is telling me that this is a conditional probability, where



$P(C)$ = probability that we get a 3 of a kind on roll 1



$P(A)$ = probability that we roll a straight in 3 rolls



$P(A mid C)$ = probability that we roll a straight in 3 rolls, given we get a 3 of a kind on roll 1



$$P(A mid C) = frac{P(A {cap} C)}{P(C)}$$



I am worried my intuition is incorrect. I ran simulations (verified correct, 20000 trials) that say the probability of getting 3 of a kind on the first roll is roughly 20.06%, and the probability of getting a straight, given you get 3 of a kind on the first roll, is roughly 4.34%.



However, plugging in these values to my conditional probability results in:



$$P(A mid C) = frac{0.0434}{0.2006} = 0.2163$$



I am confused - isn't $P(A mid C)$ the probability of getting a straight in 3 rolls, given you roll a 3 of a kind on the first try?



Any guidance would be very helpful - I wrote code simulations first, and now need to write a general verification of my result (0.0434) by hand.



Thanks!










share|cite|improve this question











$endgroup$








  • 1




    $begingroup$
    I think you are confusing $P(A cap C)$ and $P(A | C)$ in the calculation after your simulation. The numerator ($P(A cap C)$) shouldn't be $0.0434$, but the number of times you got $A$ and $C$, divided by the total amount of simulations. The result should then be $0.0434$. For the mathematical calculation of this probability, you should be more precise on how we choose which dice to reroll after each round.
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 9:19












  • $begingroup$
    @TkiDeneb Thank you - this helped clear some stuff up. Is it right to say that this is question is asking a conditional probability? Do you think that testing for the probability of A (get a straight) given C (get 3 of a kind on first roll) is the right verbal terminology?
    $endgroup$
    – Megan Byers
    Dec 4 '18 at 19:11






  • 1




    $begingroup$
    That depends on what you want. If you are looking for the probability to get $3$ of a kind in the first roll and then a straight in any attempt, you want $P(A cap C)$. (Imagine placing yourself before the first roll.) If you are looking for the probability to get a straight after you have already gotten $3$ of a kind, then you want $P(A mid C)$. (Imagine placing yourself after a first roll that had $3$ of a kind.)
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 19:56


















1












$begingroup$


I am trying to compute a very specific probability given a game of Yahtzee.



Here are the rules:




  • There are 5 fair, 5-sided dice with equal probability of rolling each number.

  • You have 3 rolls to obtain a straight [1,2,3,4,5].

  • Per Yahtzee rules, you can choose which dice to reroll, in order to obtain a straight. (ie, if on roll 1 you get [1,2,3,3,4], you can keep [1,2,3,4] and reroll 1 dice)

  • Your first roll must have a 3 of a kind (ie: [1,2,3,3,3] or [1,1,3,3,3]

  • First rolls with 4 of a kind, 5 of a kind, or a perfect straight DO NOT count (ie: [3,3,3,3,4])


I am trying to write this in terms of mathematic notation. My intuition is telling me that this is a conditional probability, where



$P(C)$ = probability that we get a 3 of a kind on roll 1



$P(A)$ = probability that we roll a straight in 3 rolls



$P(A mid C)$ = probability that we roll a straight in 3 rolls, given we get a 3 of a kind on roll 1



$$P(A mid C) = frac{P(A {cap} C)}{P(C)}$$



I am worried my intuition is incorrect. I ran simulations (verified correct, 20000 trials) that say the probability of getting 3 of a kind on the first roll is roughly 20.06%, and the probability of getting a straight, given you get 3 of a kind on the first roll, is roughly 4.34%.



However, plugging in these values to my conditional probability results in:



$$P(A mid C) = frac{0.0434}{0.2006} = 0.2163$$



I am confused - isn't $P(A mid C)$ the probability of getting a straight in 3 rolls, given you roll a 3 of a kind on the first try?



Any guidance would be very helpful - I wrote code simulations first, and now need to write a general verification of my result (0.0434) by hand.



Thanks!










share|cite|improve this question











$endgroup$








  • 1




    $begingroup$
    I think you are confusing $P(A cap C)$ and $P(A | C)$ in the calculation after your simulation. The numerator ($P(A cap C)$) shouldn't be $0.0434$, but the number of times you got $A$ and $C$, divided by the total amount of simulations. The result should then be $0.0434$. For the mathematical calculation of this probability, you should be more precise on how we choose which dice to reroll after each round.
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 9:19












  • $begingroup$
    @TkiDeneb Thank you - this helped clear some stuff up. Is it right to say that this is question is asking a conditional probability? Do you think that testing for the probability of A (get a straight) given C (get 3 of a kind on first roll) is the right verbal terminology?
    $endgroup$
    – Megan Byers
    Dec 4 '18 at 19:11






  • 1




    $begingroup$
    That depends on what you want. If you are looking for the probability to get $3$ of a kind in the first roll and then a straight in any attempt, you want $P(A cap C)$. (Imagine placing yourself before the first roll.) If you are looking for the probability to get a straight after you have already gotten $3$ of a kind, then you want $P(A mid C)$. (Imagine placing yourself after a first roll that had $3$ of a kind.)
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 19:56
















1












1








1





$begingroup$


I am trying to compute a very specific probability given a game of Yahtzee.



Here are the rules:




  • There are 5 fair, 5-sided dice with equal probability of rolling each number.

  • You have 3 rolls to obtain a straight [1,2,3,4,5].

  • Per Yahtzee rules, you can choose which dice to reroll, in order to obtain a straight. (ie, if on roll 1 you get [1,2,3,3,4], you can keep [1,2,3,4] and reroll 1 dice)

  • Your first roll must have a 3 of a kind (ie: [1,2,3,3,3] or [1,1,3,3,3]

  • First rolls with 4 of a kind, 5 of a kind, or a perfect straight DO NOT count (ie: [3,3,3,3,4])


I am trying to write this in terms of mathematic notation. My intuition is telling me that this is a conditional probability, where



$P(C)$ = probability that we get a 3 of a kind on roll 1



$P(A)$ = probability that we roll a straight in 3 rolls



$P(A mid C)$ = probability that we roll a straight in 3 rolls, given we get a 3 of a kind on roll 1



$$P(A mid C) = frac{P(A {cap} C)}{P(C)}$$



I am worried my intuition is incorrect. I ran simulations (verified correct, 20000 trials) that say the probability of getting 3 of a kind on the first roll is roughly 20.06%, and the probability of getting a straight, given you get 3 of a kind on the first roll, is roughly 4.34%.



However, plugging in these values to my conditional probability results in:



$$P(A mid C) = frac{0.0434}{0.2006} = 0.2163$$



I am confused - isn't $P(A mid C)$ the probability of getting a straight in 3 rolls, given you roll a 3 of a kind on the first try?



Any guidance would be very helpful - I wrote code simulations first, and now need to write a general verification of my result (0.0434) by hand.



Thanks!










share|cite|improve this question











$endgroup$




I am trying to compute a very specific probability given a game of Yahtzee.



Here are the rules:




  • There are 5 fair, 5-sided dice with equal probability of rolling each number.

  • You have 3 rolls to obtain a straight [1,2,3,4,5].

  • Per Yahtzee rules, you can choose which dice to reroll, in order to obtain a straight. (ie, if on roll 1 you get [1,2,3,3,4], you can keep [1,2,3,4] and reroll 1 dice)

  • Your first roll must have a 3 of a kind (ie: [1,2,3,3,3] or [1,1,3,3,3]

  • First rolls with 4 of a kind, 5 of a kind, or a perfect straight DO NOT count (ie: [3,3,3,3,4])


I am trying to write this in terms of mathematic notation. My intuition is telling me that this is a conditional probability, where



$P(C)$ = probability that we get a 3 of a kind on roll 1



$P(A)$ = probability that we roll a straight in 3 rolls



$P(A mid C)$ = probability that we roll a straight in 3 rolls, given we get a 3 of a kind on roll 1



$$P(A mid C) = frac{P(A {cap} C)}{P(C)}$$



I am worried my intuition is incorrect. I ran simulations (verified correct, 20000 trials) that say the probability of getting 3 of a kind on the first roll is roughly 20.06%, and the probability of getting a straight, given you get 3 of a kind on the first roll, is roughly 4.34%.



However, plugging in these values to my conditional probability results in:



$$P(A mid C) = frac{0.0434}{0.2006} = 0.2163$$



I am confused - isn't $P(A mid C)$ the probability of getting a straight in 3 rolls, given you roll a 3 of a kind on the first try?



Any guidance would be very helpful - I wrote code simulations first, and now need to write a general verification of my result (0.0434) by hand.



Thanks!







probability dice conditional-probability






share|cite|improve this question















share|cite|improve this question













share|cite|improve this question




share|cite|improve this question








edited Dec 4 '18 at 9:15









Tki Deneb

32710




32710










asked Dec 4 '18 at 8:12









Megan ByersMegan Byers

2616




2616








  • 1




    $begingroup$
    I think you are confusing $P(A cap C)$ and $P(A | C)$ in the calculation after your simulation. The numerator ($P(A cap C)$) shouldn't be $0.0434$, but the number of times you got $A$ and $C$, divided by the total amount of simulations. The result should then be $0.0434$. For the mathematical calculation of this probability, you should be more precise on how we choose which dice to reroll after each round.
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 9:19












  • $begingroup$
    @TkiDeneb Thank you - this helped clear some stuff up. Is it right to say that this is question is asking a conditional probability? Do you think that testing for the probability of A (get a straight) given C (get 3 of a kind on first roll) is the right verbal terminology?
    $endgroup$
    – Megan Byers
    Dec 4 '18 at 19:11






  • 1




    $begingroup$
    That depends on what you want. If you are looking for the probability to get $3$ of a kind in the first roll and then a straight in any attempt, you want $P(A cap C)$. (Imagine placing yourself before the first roll.) If you are looking for the probability to get a straight after you have already gotten $3$ of a kind, then you want $P(A mid C)$. (Imagine placing yourself after a first roll that had $3$ of a kind.)
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 19:56
















  • 1




    $begingroup$
    I think you are confusing $P(A cap C)$ and $P(A | C)$ in the calculation after your simulation. The numerator ($P(A cap C)$) shouldn't be $0.0434$, but the number of times you got $A$ and $C$, divided by the total amount of simulations. The result should then be $0.0434$. For the mathematical calculation of this probability, you should be more precise on how we choose which dice to reroll after each round.
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 9:19












  • $begingroup$
    @TkiDeneb Thank you - this helped clear some stuff up. Is it right to say that this is question is asking a conditional probability? Do you think that testing for the probability of A (get a straight) given C (get 3 of a kind on first roll) is the right verbal terminology?
    $endgroup$
    – Megan Byers
    Dec 4 '18 at 19:11






  • 1




    $begingroup$
    That depends on what you want. If you are looking for the probability to get $3$ of a kind in the first roll and then a straight in any attempt, you want $P(A cap C)$. (Imagine placing yourself before the first roll.) If you are looking for the probability to get a straight after you have already gotten $3$ of a kind, then you want $P(A mid C)$. (Imagine placing yourself after a first roll that had $3$ of a kind.)
    $endgroup$
    – Tki Deneb
    Dec 4 '18 at 19:56










1




1




$begingroup$
I think you are confusing $P(A cap C)$ and $P(A | C)$ in the calculation after your simulation. The numerator ($P(A cap C)$) shouldn't be $0.0434$, but the number of times you got $A$ and $C$, divided by the total amount of simulations. The result should then be $0.0434$. For the mathematical calculation of this probability, you should be more precise on how we choose which dice to reroll after each round.
$endgroup$
– Tki Deneb
Dec 4 '18 at 9:19






$begingroup$
I think you are confusing $P(A cap C)$ and $P(A | C)$ in the calculation after your simulation. The numerator ($P(A cap C)$) shouldn't be $0.0434$, but the number of times you got $A$ and $C$, divided by the total amount of simulations. The result should then be $0.0434$. For the mathematical calculation of this probability, you should be more precise on how we choose which dice to reroll after each round.
$endgroup$
– Tki Deneb
Dec 4 '18 at 9:19














$begingroup$
@TkiDeneb Thank you - this helped clear some stuff up. Is it right to say that this is question is asking a conditional probability? Do you think that testing for the probability of A (get a straight) given C (get 3 of a kind on first roll) is the right verbal terminology?
$endgroup$
– Megan Byers
Dec 4 '18 at 19:11




$begingroup$
@TkiDeneb Thank you - this helped clear some stuff up. Is it right to say that this is question is asking a conditional probability? Do you think that testing for the probability of A (get a straight) given C (get 3 of a kind on first roll) is the right verbal terminology?
$endgroup$
– Megan Byers
Dec 4 '18 at 19:11




1




1




$begingroup$
That depends on what you want. If you are looking for the probability to get $3$ of a kind in the first roll and then a straight in any attempt, you want $P(A cap C)$. (Imagine placing yourself before the first roll.) If you are looking for the probability to get a straight after you have already gotten $3$ of a kind, then you want $P(A mid C)$. (Imagine placing yourself after a first roll that had $3$ of a kind.)
$endgroup$
– Tki Deneb
Dec 4 '18 at 19:56






$begingroup$
That depends on what you want. If you are looking for the probability to get $3$ of a kind in the first roll and then a straight in any attempt, you want $P(A cap C)$. (Imagine placing yourself before the first roll.) If you are looking for the probability to get a straight after you have already gotten $3$ of a kind, then you want $P(A mid C)$. (Imagine placing yourself after a first roll that had $3$ of a kind.)
$endgroup$
– Tki Deneb
Dec 4 '18 at 19:56












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