Intuition: Why chance of getting atleast one ace when rolling a dice six times is not close to 1?

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So probability of getting 1 ace(the one dot in dice) = 1/6 i.e. in one out of six times we will get an ace.



But when we calculate the probability of getting atleast one ace in six rolls, we get



$$= 1-left(frac56right)^6$$
$$= 0.665$$



I understand how the value is derived.



  1. But what is intuitive explanation for the same?


  2. Since it is so close to 68%, the percentage of population within 1 standard deviation of normal distribution, does it have any relationship with normal distribution?










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    So probability of getting 1 ace(the one dot in dice) = 1/6 i.e. in one out of six times we will get an ace.



    But when we calculate the probability of getting atleast one ace in six rolls, we get



    $$= 1-left(frac56right)^6$$
    $$= 0.665$$



    I understand how the value is derived.



    1. But what is intuitive explanation for the same?


    2. Since it is so close to 68%, the percentage of population within 1 standard deviation of normal distribution, does it have any relationship with normal distribution?










    share|cite|improve this question























      up vote
      2
      down vote

      favorite









      up vote
      2
      down vote

      favorite











      So probability of getting 1 ace(the one dot in dice) = 1/6 i.e. in one out of six times we will get an ace.



      But when we calculate the probability of getting atleast one ace in six rolls, we get



      $$= 1-left(frac56right)^6$$
      $$= 0.665$$



      I understand how the value is derived.



      1. But what is intuitive explanation for the same?


      2. Since it is so close to 68%, the percentage of population within 1 standard deviation of normal distribution, does it have any relationship with normal distribution?










      share|cite|improve this question













      So probability of getting 1 ace(the one dot in dice) = 1/6 i.e. in one out of six times we will get an ace.



      But when we calculate the probability of getting atleast one ace in six rolls, we get



      $$= 1-left(frac56right)^6$$
      $$= 0.665$$



      I understand how the value is derived.



      1. But what is intuitive explanation for the same?


      2. Since it is so close to 68%, the percentage of population within 1 standard deviation of normal distribution, does it have any relationship with normal distribution?







      probability probability-theory statistics probability-distributions dice






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      asked 1 hour ago









      q126y

      1986




      1986




















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          The intuitive explanation is that there are $6^6=46656$ different outcomes from rolling a dice 6 times, and $5^6=15625$ of these have no aces. $15625/46656 approx 33.5%$, so $33.5%$ of outcomes have no aces and $67.5%$ of outcomes have at least one ace. If the outcomes are equally likely then the probability of at least one aces is the same as the ratio of the number of favourable outcomes to the total number of outcomes i.e. $67.5%$.






          share|cite|improve this answer






















          • Thanks for the answer. It may be intuitive for you, but I am not able to get it. The answer is analytical to me. I mean if we have 1 in 6 chance of getting an ace, if we roll a dice 6 times, chance of getting an ace should be close to 1.
            – q126y
            1 hour ago






          • 3




            @q126y: Perhaps you could tell us more about this intuition? Do you agree that it doesn't work for a coin? (The chance of getting at least one heads in two tosses is $frac34$.) Do you find that counterintuitive, too? If not, why should it work better for a die?
            – joriki
            1 hour ago










          • Perhaps your intuition is really related to the expected number of Aces which we will roll in 6 attempts -- that is 1?. And/or ... perhaps to challenge your own intuition, consider what will happen if we roll 12 times ... should the probability of rolling an Ace now be $frac12 6$ i.e. 2? Obviously not!
            – BBO555
            48 mins ago











          • @q126y: There are 15625 cases to have no aces, that's no a small number, at least for me. My answer very similar to Mr. gandalf61 so I deleted mine.
            – Isana Yashiro
            15 mins ago

















          up vote
          2
          down vote













          When you roll a die six times you shall expect to obtain one ace.



          This is an average result, so the probability for obtaining zero aces should counterballance the probability for obtaining more than one aces.



          Thus your intuition should anticipate that the probability for obtaining at least one ace is not too much more than one half.






          share|cite|improve this answer



























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            If you write out all the combinations of rolling one die, you get a row of six numbers. The "border" of this list are the numbers $1$ and $6$. The number of aces is $1$, which is half the number of elements in the border. The length of the list is $s=6$ and the derivative of $s$ is $1$.



            If you write out all the combinations of rolling two dice, you get a $6times 6$ table. The rolls with aces are the top row and the left column, which is half the border of the table. In an $stimes s$ square, half the border is $2s$ which is the derivative of $s^2.$ But this counts one roll twice, so we have to subtract $1$ for each intersection of border edges. There's only one $=2choose2$ intersection , so we have $2s-1 = 11$ rolls with aces.



            If you make a 3-D array of the all the combinations of rolling 3 dice, you get a $6times 6times 6$ cube of ordered triples. The rolls with aces are the top face, the left face and the front face, so again, half the border, which turns out to be $3s^2$. But again we have to subtract the intersections. This time there are three $=3choose 2$ intersections so we subtract three $stimes 1$ edges. Oh, but we need to add back in all triple intersections. There is one $=3choose 3$, so I end up with $3s^2 - 3s+3$ rolls with aces.



            Continue in this fashion till you get to $6$ dimensions. Half the border of your cube will be the derivative of $s^6$, that is $6s^5$. The ratio
            $frac6s^5s^6 = 1$ for $s=6$, which is what your intuition wanted. It's the subtraction of the six 5-dimensional faces (and the addition of the sixty 4-dimensional faces times $6choose 2$ and the addition of $6choose 3 times 160 cubic faces etc.) that makes the numerator much smaller.






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              The expected number of rolls until the first ace is $6$. Do you find this intuitive? If so, consider that there must then be lots of cases where you don't see an ace in the first $6$ rolls, or the expected waiting time would be less than $6.$






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                Consider the following thought experiment:



                Take N balls in N containers; pull them out, then assign each ball a new container randomly, without regard to where the previous balls went; pick a container at random. What is the probability that this container is filled? Close to one? That would mean that all of the containers hold a ball, and none contain two.



                But there are $n^n$ ways to shuffle the balls, but only $n!$ ways to shuffle them in a way that leaves all containers filled. In fact, the probability that a random shuffle leaves all containers filled is $prod_x=0^n frac x n = frac 1 n * frac 2 n * frac 3 n * dots$. As $n$ grows, this probability quickly drops to zero. In all other cases, there's at least one container empty.



                This already tells us that the chance of getting an ace in six rolls should be less than 5/6. The actual value is close to 4/6. Not bad for such a weak argument.



                In fact, the probability of getting a probability $frac 1 n$ event in $n$ tries converges to $1-frac 1 e = 0.6321$ (ref).






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                  The intuitive explanation is that there are $6^6=46656$ different outcomes from rolling a dice 6 times, and $5^6=15625$ of these have no aces. $15625/46656 approx 33.5%$, so $33.5%$ of outcomes have no aces and $67.5%$ of outcomes have at least one ace. If the outcomes are equally likely then the probability of at least one aces is the same as the ratio of the number of favourable outcomes to the total number of outcomes i.e. $67.5%$.






                  share|cite|improve this answer






















                  • Thanks for the answer. It may be intuitive for you, but I am not able to get it. The answer is analytical to me. I mean if we have 1 in 6 chance of getting an ace, if we roll a dice 6 times, chance of getting an ace should be close to 1.
                    – q126y
                    1 hour ago






                  • 3




                    @q126y: Perhaps you could tell us more about this intuition? Do you agree that it doesn't work for a coin? (The chance of getting at least one heads in two tosses is $frac34$.) Do you find that counterintuitive, too? If not, why should it work better for a die?
                    – joriki
                    1 hour ago










                  • Perhaps your intuition is really related to the expected number of Aces which we will roll in 6 attempts -- that is 1?. And/or ... perhaps to challenge your own intuition, consider what will happen if we roll 12 times ... should the probability of rolling an Ace now be $frac12 6$ i.e. 2? Obviously not!
                    – BBO555
                    48 mins ago











                  • @q126y: There are 15625 cases to have no aces, that's no a small number, at least for me. My answer very similar to Mr. gandalf61 so I deleted mine.
                    – Isana Yashiro
                    15 mins ago














                  up vote
                  3
                  down vote













                  The intuitive explanation is that there are $6^6=46656$ different outcomes from rolling a dice 6 times, and $5^6=15625$ of these have no aces. $15625/46656 approx 33.5%$, so $33.5%$ of outcomes have no aces and $67.5%$ of outcomes have at least one ace. If the outcomes are equally likely then the probability of at least one aces is the same as the ratio of the number of favourable outcomes to the total number of outcomes i.e. $67.5%$.






                  share|cite|improve this answer






















                  • Thanks for the answer. It may be intuitive for you, but I am not able to get it. The answer is analytical to me. I mean if we have 1 in 6 chance of getting an ace, if we roll a dice 6 times, chance of getting an ace should be close to 1.
                    – q126y
                    1 hour ago






                  • 3




                    @q126y: Perhaps you could tell us more about this intuition? Do you agree that it doesn't work for a coin? (The chance of getting at least one heads in two tosses is $frac34$.) Do you find that counterintuitive, too? If not, why should it work better for a die?
                    – joriki
                    1 hour ago










                  • Perhaps your intuition is really related to the expected number of Aces which we will roll in 6 attempts -- that is 1?. And/or ... perhaps to challenge your own intuition, consider what will happen if we roll 12 times ... should the probability of rolling an Ace now be $frac12 6$ i.e. 2? Obviously not!
                    – BBO555
                    48 mins ago











                  • @q126y: There are 15625 cases to have no aces, that's no a small number, at least for me. My answer very similar to Mr. gandalf61 so I deleted mine.
                    – Isana Yashiro
                    15 mins ago












                  up vote
                  3
                  down vote










                  up vote
                  3
                  down vote









                  The intuitive explanation is that there are $6^6=46656$ different outcomes from rolling a dice 6 times, and $5^6=15625$ of these have no aces. $15625/46656 approx 33.5%$, so $33.5%$ of outcomes have no aces and $67.5%$ of outcomes have at least one ace. If the outcomes are equally likely then the probability of at least one aces is the same as the ratio of the number of favourable outcomes to the total number of outcomes i.e. $67.5%$.






                  share|cite|improve this answer














                  The intuitive explanation is that there are $6^6=46656$ different outcomes from rolling a dice 6 times, and $5^6=15625$ of these have no aces. $15625/46656 approx 33.5%$, so $33.5%$ of outcomes have no aces and $67.5%$ of outcomes have at least one ace. If the outcomes are equally likely then the probability of at least one aces is the same as the ratio of the number of favourable outcomes to the total number of outcomes i.e. $67.5%$.







                  share|cite|improve this answer














                  share|cite|improve this answer



                  share|cite|improve this answer








                  edited 1 hour ago

























                  answered 1 hour ago









                  gandalf61

                  6,189522




                  6,189522











                  • Thanks for the answer. It may be intuitive for you, but I am not able to get it. The answer is analytical to me. I mean if we have 1 in 6 chance of getting an ace, if we roll a dice 6 times, chance of getting an ace should be close to 1.
                    – q126y
                    1 hour ago






                  • 3




                    @q126y: Perhaps you could tell us more about this intuition? Do you agree that it doesn't work for a coin? (The chance of getting at least one heads in two tosses is $frac34$.) Do you find that counterintuitive, too? If not, why should it work better for a die?
                    – joriki
                    1 hour ago










                  • Perhaps your intuition is really related to the expected number of Aces which we will roll in 6 attempts -- that is 1?. And/or ... perhaps to challenge your own intuition, consider what will happen if we roll 12 times ... should the probability of rolling an Ace now be $frac12 6$ i.e. 2? Obviously not!
                    – BBO555
                    48 mins ago











                  • @q126y: There are 15625 cases to have no aces, that's no a small number, at least for me. My answer very similar to Mr. gandalf61 so I deleted mine.
                    – Isana Yashiro
                    15 mins ago
















                  • Thanks for the answer. It may be intuitive for you, but I am not able to get it. The answer is analytical to me. I mean if we have 1 in 6 chance of getting an ace, if we roll a dice 6 times, chance of getting an ace should be close to 1.
                    – q126y
                    1 hour ago






                  • 3




                    @q126y: Perhaps you could tell us more about this intuition? Do you agree that it doesn't work for a coin? (The chance of getting at least one heads in two tosses is $frac34$.) Do you find that counterintuitive, too? If not, why should it work better for a die?
                    – joriki
                    1 hour ago










                  • Perhaps your intuition is really related to the expected number of Aces which we will roll in 6 attempts -- that is 1?. And/or ... perhaps to challenge your own intuition, consider what will happen if we roll 12 times ... should the probability of rolling an Ace now be $frac12 6$ i.e. 2? Obviously not!
                    – BBO555
                    48 mins ago











                  • @q126y: There are 15625 cases to have no aces, that's no a small number, at least for me. My answer very similar to Mr. gandalf61 so I deleted mine.
                    – Isana Yashiro
                    15 mins ago















                  Thanks for the answer. It may be intuitive for you, but I am not able to get it. The answer is analytical to me. I mean if we have 1 in 6 chance of getting an ace, if we roll a dice 6 times, chance of getting an ace should be close to 1.
                  – q126y
                  1 hour ago




                  Thanks for the answer. It may be intuitive for you, but I am not able to get it. The answer is analytical to me. I mean if we have 1 in 6 chance of getting an ace, if we roll a dice 6 times, chance of getting an ace should be close to 1.
                  – q126y
                  1 hour ago




                  3




                  3




                  @q126y: Perhaps you could tell us more about this intuition? Do you agree that it doesn't work for a coin? (The chance of getting at least one heads in two tosses is $frac34$.) Do you find that counterintuitive, too? If not, why should it work better for a die?
                  – joriki
                  1 hour ago




                  @q126y: Perhaps you could tell us more about this intuition? Do you agree that it doesn't work for a coin? (The chance of getting at least one heads in two tosses is $frac34$.) Do you find that counterintuitive, too? If not, why should it work better for a die?
                  – joriki
                  1 hour ago












                  Perhaps your intuition is really related to the expected number of Aces which we will roll in 6 attempts -- that is 1?. And/or ... perhaps to challenge your own intuition, consider what will happen if we roll 12 times ... should the probability of rolling an Ace now be $frac12 6$ i.e. 2? Obviously not!
                  – BBO555
                  48 mins ago





                  Perhaps your intuition is really related to the expected number of Aces which we will roll in 6 attempts -- that is 1?. And/or ... perhaps to challenge your own intuition, consider what will happen if we roll 12 times ... should the probability of rolling an Ace now be $frac12 6$ i.e. 2? Obviously not!
                  – BBO555
                  48 mins ago













                  @q126y: There are 15625 cases to have no aces, that's no a small number, at least for me. My answer very similar to Mr. gandalf61 so I deleted mine.
                  – Isana Yashiro
                  15 mins ago




                  @q126y: There are 15625 cases to have no aces, that's no a small number, at least for me. My answer very similar to Mr. gandalf61 so I deleted mine.
                  – Isana Yashiro
                  15 mins ago










                  up vote
                  2
                  down vote













                  When you roll a die six times you shall expect to obtain one ace.



                  This is an average result, so the probability for obtaining zero aces should counterballance the probability for obtaining more than one aces.



                  Thus your intuition should anticipate that the probability for obtaining at least one ace is not too much more than one half.






                  share|cite|improve this answer
























                    up vote
                    2
                    down vote













                    When you roll a die six times you shall expect to obtain one ace.



                    This is an average result, so the probability for obtaining zero aces should counterballance the probability for obtaining more than one aces.



                    Thus your intuition should anticipate that the probability for obtaining at least one ace is not too much more than one half.






                    share|cite|improve this answer






















                      up vote
                      2
                      down vote










                      up vote
                      2
                      down vote









                      When you roll a die six times you shall expect to obtain one ace.



                      This is an average result, so the probability for obtaining zero aces should counterballance the probability for obtaining more than one aces.



                      Thus your intuition should anticipate that the probability for obtaining at least one ace is not too much more than one half.






                      share|cite|improve this answer












                      When you roll a die six times you shall expect to obtain one ace.



                      This is an average result, so the probability for obtaining zero aces should counterballance the probability for obtaining more than one aces.



                      Thus your intuition should anticipate that the probability for obtaining at least one ace is not too much more than one half.







                      share|cite|improve this answer












                      share|cite|improve this answer



                      share|cite|improve this answer










                      answered 51 mins ago









                      Graham Kemp

                      81.6k43275




                      81.6k43275




















                          up vote
                          0
                          down vote













                          If you write out all the combinations of rolling one die, you get a row of six numbers. The "border" of this list are the numbers $1$ and $6$. The number of aces is $1$, which is half the number of elements in the border. The length of the list is $s=6$ and the derivative of $s$ is $1$.



                          If you write out all the combinations of rolling two dice, you get a $6times 6$ table. The rolls with aces are the top row and the left column, which is half the border of the table. In an $stimes s$ square, half the border is $2s$ which is the derivative of $s^2.$ But this counts one roll twice, so we have to subtract $1$ for each intersection of border edges. There's only one $=2choose2$ intersection , so we have $2s-1 = 11$ rolls with aces.



                          If you make a 3-D array of the all the combinations of rolling 3 dice, you get a $6times 6times 6$ cube of ordered triples. The rolls with aces are the top face, the left face and the front face, so again, half the border, which turns out to be $3s^2$. But again we have to subtract the intersections. This time there are three $=3choose 2$ intersections so we subtract three $stimes 1$ edges. Oh, but we need to add back in all triple intersections. There is one $=3choose 3$, so I end up with $3s^2 - 3s+3$ rolls with aces.



                          Continue in this fashion till you get to $6$ dimensions. Half the border of your cube will be the derivative of $s^6$, that is $6s^5$. The ratio
                          $frac6s^5s^6 = 1$ for $s=6$, which is what your intuition wanted. It's the subtraction of the six 5-dimensional faces (and the addition of the sixty 4-dimensional faces times $6choose 2$ and the addition of $6choose 3 times 160 cubic faces etc.) that makes the numerator much smaller.






                          share|cite|improve this answer
























                            up vote
                            0
                            down vote













                            If you write out all the combinations of rolling one die, you get a row of six numbers. The "border" of this list are the numbers $1$ and $6$. The number of aces is $1$, which is half the number of elements in the border. The length of the list is $s=6$ and the derivative of $s$ is $1$.



                            If you write out all the combinations of rolling two dice, you get a $6times 6$ table. The rolls with aces are the top row and the left column, which is half the border of the table. In an $stimes s$ square, half the border is $2s$ which is the derivative of $s^2.$ But this counts one roll twice, so we have to subtract $1$ for each intersection of border edges. There's only one $=2choose2$ intersection , so we have $2s-1 = 11$ rolls with aces.



                            If you make a 3-D array of the all the combinations of rolling 3 dice, you get a $6times 6times 6$ cube of ordered triples. The rolls with aces are the top face, the left face and the front face, so again, half the border, which turns out to be $3s^2$. But again we have to subtract the intersections. This time there are three $=3choose 2$ intersections so we subtract three $stimes 1$ edges. Oh, but we need to add back in all triple intersections. There is one $=3choose 3$, so I end up with $3s^2 - 3s+3$ rolls with aces.



                            Continue in this fashion till you get to $6$ dimensions. Half the border of your cube will be the derivative of $s^6$, that is $6s^5$. The ratio
                            $frac6s^5s^6 = 1$ for $s=6$, which is what your intuition wanted. It's the subtraction of the six 5-dimensional faces (and the addition of the sixty 4-dimensional faces times $6choose 2$ and the addition of $6choose 3 times 160 cubic faces etc.) that makes the numerator much smaller.






                            share|cite|improve this answer






















                              up vote
                              0
                              down vote










                              up vote
                              0
                              down vote









                              If you write out all the combinations of rolling one die, you get a row of six numbers. The "border" of this list are the numbers $1$ and $6$. The number of aces is $1$, which is half the number of elements in the border. The length of the list is $s=6$ and the derivative of $s$ is $1$.



                              If you write out all the combinations of rolling two dice, you get a $6times 6$ table. The rolls with aces are the top row and the left column, which is half the border of the table. In an $stimes s$ square, half the border is $2s$ which is the derivative of $s^2.$ But this counts one roll twice, so we have to subtract $1$ for each intersection of border edges. There's only one $=2choose2$ intersection , so we have $2s-1 = 11$ rolls with aces.



                              If you make a 3-D array of the all the combinations of rolling 3 dice, you get a $6times 6times 6$ cube of ordered triples. The rolls with aces are the top face, the left face and the front face, so again, half the border, which turns out to be $3s^2$. But again we have to subtract the intersections. This time there are three $=3choose 2$ intersections so we subtract three $stimes 1$ edges. Oh, but we need to add back in all triple intersections. There is one $=3choose 3$, so I end up with $3s^2 - 3s+3$ rolls with aces.



                              Continue in this fashion till you get to $6$ dimensions. Half the border of your cube will be the derivative of $s^6$, that is $6s^5$. The ratio
                              $frac6s^5s^6 = 1$ for $s=6$, which is what your intuition wanted. It's the subtraction of the six 5-dimensional faces (and the addition of the sixty 4-dimensional faces times $6choose 2$ and the addition of $6choose 3 times 160 cubic faces etc.) that makes the numerator much smaller.






                              share|cite|improve this answer












                              If you write out all the combinations of rolling one die, you get a row of six numbers. The "border" of this list are the numbers $1$ and $6$. The number of aces is $1$, which is half the number of elements in the border. The length of the list is $s=6$ and the derivative of $s$ is $1$.



                              If you write out all the combinations of rolling two dice, you get a $6times 6$ table. The rolls with aces are the top row and the left column, which is half the border of the table. In an $stimes s$ square, half the border is $2s$ which is the derivative of $s^2.$ But this counts one roll twice, so we have to subtract $1$ for each intersection of border edges. There's only one $=2choose2$ intersection , so we have $2s-1 = 11$ rolls with aces.



                              If you make a 3-D array of the all the combinations of rolling 3 dice, you get a $6times 6times 6$ cube of ordered triples. The rolls with aces are the top face, the left face and the front face, so again, half the border, which turns out to be $3s^2$. But again we have to subtract the intersections. This time there are three $=3choose 2$ intersections so we subtract three $stimes 1$ edges. Oh, but we need to add back in all triple intersections. There is one $=3choose 3$, so I end up with $3s^2 - 3s+3$ rolls with aces.



                              Continue in this fashion till you get to $6$ dimensions. Half the border of your cube will be the derivative of $s^6$, that is $6s^5$. The ratio
                              $frac6s^5s^6 = 1$ for $s=6$, which is what your intuition wanted. It's the subtraction of the six 5-dimensional faces (and the addition of the sixty 4-dimensional faces times $6choose 2$ and the addition of $6choose 3 times 160 cubic faces etc.) that makes the numerator much smaller.







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                              answered 1 hour ago









                              B. Goddard

                              16.8k21338




                              16.8k21338




















                                  up vote
                                  0
                                  down vote













                                  The expected number of rolls until the first ace is $6$. Do you find this intuitive? If so, consider that there must then be lots of cases where you don't see an ace in the first $6$ rolls, or the expected waiting time would be less than $6.$






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                                    The expected number of rolls until the first ace is $6$. Do you find this intuitive? If so, consider that there must then be lots of cases where you don't see an ace in the first $6$ rolls, or the expected waiting time would be less than $6.$






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                                      The expected number of rolls until the first ace is $6$. Do you find this intuitive? If so, consider that there must then be lots of cases where you don't see an ace in the first $6$ rolls, or the expected waiting time would be less than $6.$






                                      share|cite|improve this answer












                                      The expected number of rolls until the first ace is $6$. Do you find this intuitive? If so, consider that there must then be lots of cases where you don't see an ace in the first $6$ rolls, or the expected waiting time would be less than $6.$







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                                      answered 49 mins ago









                                      saulspatz

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                                      11.6k21324




















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                                          Consider the following thought experiment:



                                          Take N balls in N containers; pull them out, then assign each ball a new container randomly, without regard to where the previous balls went; pick a container at random. What is the probability that this container is filled? Close to one? That would mean that all of the containers hold a ball, and none contain two.



                                          But there are $n^n$ ways to shuffle the balls, but only $n!$ ways to shuffle them in a way that leaves all containers filled. In fact, the probability that a random shuffle leaves all containers filled is $prod_x=0^n frac x n = frac 1 n * frac 2 n * frac 3 n * dots$. As $n$ grows, this probability quickly drops to zero. In all other cases, there's at least one container empty.



                                          This already tells us that the chance of getting an ace in six rolls should be less than 5/6. The actual value is close to 4/6. Not bad for such a weak argument.



                                          In fact, the probability of getting a probability $frac 1 n$ event in $n$ tries converges to $1-frac 1 e = 0.6321$ (ref).






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                                            up vote
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                                            Consider the following thought experiment:



                                            Take N balls in N containers; pull them out, then assign each ball a new container randomly, without regard to where the previous balls went; pick a container at random. What is the probability that this container is filled? Close to one? That would mean that all of the containers hold a ball, and none contain two.



                                            But there are $n^n$ ways to shuffle the balls, but only $n!$ ways to shuffle them in a way that leaves all containers filled. In fact, the probability that a random shuffle leaves all containers filled is $prod_x=0^n frac x n = frac 1 n * frac 2 n * frac 3 n * dots$. As $n$ grows, this probability quickly drops to zero. In all other cases, there's at least one container empty.



                                            This already tells us that the chance of getting an ace in six rolls should be less than 5/6. The actual value is close to 4/6. Not bad for such a weak argument.



                                            In fact, the probability of getting a probability $frac 1 n$ event in $n$ tries converges to $1-frac 1 e = 0.6321$ (ref).






                                            share|cite|improve this answer






















                                              up vote
                                              0
                                              down vote










                                              up vote
                                              0
                                              down vote









                                              Consider the following thought experiment:



                                              Take N balls in N containers; pull them out, then assign each ball a new container randomly, without regard to where the previous balls went; pick a container at random. What is the probability that this container is filled? Close to one? That would mean that all of the containers hold a ball, and none contain two.



                                              But there are $n^n$ ways to shuffle the balls, but only $n!$ ways to shuffle them in a way that leaves all containers filled. In fact, the probability that a random shuffle leaves all containers filled is $prod_x=0^n frac x n = frac 1 n * frac 2 n * frac 3 n * dots$. As $n$ grows, this probability quickly drops to zero. In all other cases, there's at least one container empty.



                                              This already tells us that the chance of getting an ace in six rolls should be less than 5/6. The actual value is close to 4/6. Not bad for such a weak argument.



                                              In fact, the probability of getting a probability $frac 1 n$ event in $n$ tries converges to $1-frac 1 e = 0.6321$ (ref).






                                              share|cite|improve this answer












                                              Consider the following thought experiment:



                                              Take N balls in N containers; pull them out, then assign each ball a new container randomly, without regard to where the previous balls went; pick a container at random. What is the probability that this container is filled? Close to one? That would mean that all of the containers hold a ball, and none contain two.



                                              But there are $n^n$ ways to shuffle the balls, but only $n!$ ways to shuffle them in a way that leaves all containers filled. In fact, the probability that a random shuffle leaves all containers filled is $prod_x=0^n frac x n = frac 1 n * frac 2 n * frac 3 n * dots$. As $n$ grows, this probability quickly drops to zero. In all other cases, there's at least one container empty.



                                              This already tells us that the chance of getting an ace in six rolls should be less than 5/6. The actual value is close to 4/6. Not bad for such a weak argument.



                                              In fact, the probability of getting a probability $frac 1 n$ event in $n$ tries converges to $1-frac 1 e = 0.6321$ (ref).







                                              share|cite|improve this answer












                                              share|cite|improve this answer



                                              share|cite|improve this answer










                                              answered 38 mins ago









                                              John Dvorak

                                              67468




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