If nine coins are tossed, what is the probability that the number of heads is even?












4












$begingroup$


So there can either be 0 heads, 2 heads, 4 heads, 6 heads, or 8 heads.



We have $n = 9$ trials, find the probability of each $k$ for $k = 0, 2, 4, 6, 8$



$n = 9, k = 0$



$$binom{9}{0}bigg(frac{1}{2}bigg)^0bigg(frac{1}{2}bigg)^{9}$$



$n = 9, k = 2$



$$binom{9}{2}bigg(frac{1}{2}bigg)^2bigg(frac{1}{2}bigg)^{7}$$



$n = 9, k = 4$
$$binom{9}{4}bigg(frac{1}{2}bigg)^4bigg(frac{1}{2}bigg)^{5}$$



$n = 9, k = 6$



$$binom{9}{6}bigg(frac{1}{2}bigg)^6bigg(frac{1}{2}bigg)^{3}$$



$n = 9, k = 8$



$$binom{9}{8}bigg(frac{1}{2}bigg)^8bigg(frac{1}{2}bigg)^{1}$$



Add all of these up:



$$=.64$$ so there's a 64% chance of probability?










share|cite|improve this question











$endgroup$








  • 1




    $begingroup$
    Zero is an even number, too.
    $endgroup$
    – saulspatz
    10 hours ago










  • $begingroup$
    What about $k=0$?
    $endgroup$
    – Dbchatto67
    10 hours ago






  • 1




    $begingroup$
    Either Heads or Tails but not both must be even, so $.5$
    $endgroup$
    – lulu
    10 hours ago






  • 3




    $begingroup$
    Your arithmetic is wrong somewhere because it should sum to $0.50$. You can match the chance of $k$ heads with the chance of $9-k$. The powers of $frac 12$ always give $frac 1{2^9}$, so it is probably in your computation of the combination numbers. Your approach is fine, if much harder than the symmetry arguments.
    $endgroup$
    – Ross Millikan
    10 hours ago








  • 2




    $begingroup$
    Ross Millikan is correct; you need to double-check your arithmetic. The last two terms of each product multiply to 1/512. The first terms of each product are 1, 36, 126, 84 and 9. Those add to 256. So you should be getting 256/512 which is 1/2. Always check your arithmetic.
    $endgroup$
    – Eric Lippert
    7 hours ago
















4












$begingroup$


So there can either be 0 heads, 2 heads, 4 heads, 6 heads, or 8 heads.



We have $n = 9$ trials, find the probability of each $k$ for $k = 0, 2, 4, 6, 8$



$n = 9, k = 0$



$$binom{9}{0}bigg(frac{1}{2}bigg)^0bigg(frac{1}{2}bigg)^{9}$$



$n = 9, k = 2$



$$binom{9}{2}bigg(frac{1}{2}bigg)^2bigg(frac{1}{2}bigg)^{7}$$



$n = 9, k = 4$
$$binom{9}{4}bigg(frac{1}{2}bigg)^4bigg(frac{1}{2}bigg)^{5}$$



$n = 9, k = 6$



$$binom{9}{6}bigg(frac{1}{2}bigg)^6bigg(frac{1}{2}bigg)^{3}$$



$n = 9, k = 8$



$$binom{9}{8}bigg(frac{1}{2}bigg)^8bigg(frac{1}{2}bigg)^{1}$$



Add all of these up:



$$=.64$$ so there's a 64% chance of probability?










share|cite|improve this question











$endgroup$








  • 1




    $begingroup$
    Zero is an even number, too.
    $endgroup$
    – saulspatz
    10 hours ago










  • $begingroup$
    What about $k=0$?
    $endgroup$
    – Dbchatto67
    10 hours ago






  • 1




    $begingroup$
    Either Heads or Tails but not both must be even, so $.5$
    $endgroup$
    – lulu
    10 hours ago






  • 3




    $begingroup$
    Your arithmetic is wrong somewhere because it should sum to $0.50$. You can match the chance of $k$ heads with the chance of $9-k$. The powers of $frac 12$ always give $frac 1{2^9}$, so it is probably in your computation of the combination numbers. Your approach is fine, if much harder than the symmetry arguments.
    $endgroup$
    – Ross Millikan
    10 hours ago








  • 2




    $begingroup$
    Ross Millikan is correct; you need to double-check your arithmetic. The last two terms of each product multiply to 1/512. The first terms of each product are 1, 36, 126, 84 and 9. Those add to 256. So you should be getting 256/512 which is 1/2. Always check your arithmetic.
    $endgroup$
    – Eric Lippert
    7 hours ago














4












4








4


1



$begingroup$


So there can either be 0 heads, 2 heads, 4 heads, 6 heads, or 8 heads.



We have $n = 9$ trials, find the probability of each $k$ for $k = 0, 2, 4, 6, 8$



$n = 9, k = 0$



$$binom{9}{0}bigg(frac{1}{2}bigg)^0bigg(frac{1}{2}bigg)^{9}$$



$n = 9, k = 2$



$$binom{9}{2}bigg(frac{1}{2}bigg)^2bigg(frac{1}{2}bigg)^{7}$$



$n = 9, k = 4$
$$binom{9}{4}bigg(frac{1}{2}bigg)^4bigg(frac{1}{2}bigg)^{5}$$



$n = 9, k = 6$



$$binom{9}{6}bigg(frac{1}{2}bigg)^6bigg(frac{1}{2}bigg)^{3}$$



$n = 9, k = 8$



$$binom{9}{8}bigg(frac{1}{2}bigg)^8bigg(frac{1}{2}bigg)^{1}$$



Add all of these up:



$$=.64$$ so there's a 64% chance of probability?










share|cite|improve this question











$endgroup$




So there can either be 0 heads, 2 heads, 4 heads, 6 heads, or 8 heads.



We have $n = 9$ trials, find the probability of each $k$ for $k = 0, 2, 4, 6, 8$



$n = 9, k = 0$



$$binom{9}{0}bigg(frac{1}{2}bigg)^0bigg(frac{1}{2}bigg)^{9}$$



$n = 9, k = 2$



$$binom{9}{2}bigg(frac{1}{2}bigg)^2bigg(frac{1}{2}bigg)^{7}$$



$n = 9, k = 4$
$$binom{9}{4}bigg(frac{1}{2}bigg)^4bigg(frac{1}{2}bigg)^{5}$$



$n = 9, k = 6$



$$binom{9}{6}bigg(frac{1}{2}bigg)^6bigg(frac{1}{2}bigg)^{3}$$



$n = 9, k = 8$



$$binom{9}{8}bigg(frac{1}{2}bigg)^8bigg(frac{1}{2}bigg)^{1}$$



Add all of these up:



$$=.64$$ so there's a 64% chance of probability?







probability discrete-mathematics






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share|cite|improve this question













share|cite|improve this question




share|cite|improve this question








edited 10 hours ago







Stuy

















asked 10 hours ago









StuyStuy

1909




1909








  • 1




    $begingroup$
    Zero is an even number, too.
    $endgroup$
    – saulspatz
    10 hours ago










  • $begingroup$
    What about $k=0$?
    $endgroup$
    – Dbchatto67
    10 hours ago






  • 1




    $begingroup$
    Either Heads or Tails but not both must be even, so $.5$
    $endgroup$
    – lulu
    10 hours ago






  • 3




    $begingroup$
    Your arithmetic is wrong somewhere because it should sum to $0.50$. You can match the chance of $k$ heads with the chance of $9-k$. The powers of $frac 12$ always give $frac 1{2^9}$, so it is probably in your computation of the combination numbers. Your approach is fine, if much harder than the symmetry arguments.
    $endgroup$
    – Ross Millikan
    10 hours ago








  • 2




    $begingroup$
    Ross Millikan is correct; you need to double-check your arithmetic. The last two terms of each product multiply to 1/512. The first terms of each product are 1, 36, 126, 84 and 9. Those add to 256. So you should be getting 256/512 which is 1/2. Always check your arithmetic.
    $endgroup$
    – Eric Lippert
    7 hours ago














  • 1




    $begingroup$
    Zero is an even number, too.
    $endgroup$
    – saulspatz
    10 hours ago










  • $begingroup$
    What about $k=0$?
    $endgroup$
    – Dbchatto67
    10 hours ago






  • 1




    $begingroup$
    Either Heads or Tails but not both must be even, so $.5$
    $endgroup$
    – lulu
    10 hours ago






  • 3




    $begingroup$
    Your arithmetic is wrong somewhere because it should sum to $0.50$. You can match the chance of $k$ heads with the chance of $9-k$. The powers of $frac 12$ always give $frac 1{2^9}$, so it is probably in your computation of the combination numbers. Your approach is fine, if much harder than the symmetry arguments.
    $endgroup$
    – Ross Millikan
    10 hours ago








  • 2




    $begingroup$
    Ross Millikan is correct; you need to double-check your arithmetic. The last two terms of each product multiply to 1/512. The first terms of each product are 1, 36, 126, 84 and 9. Those add to 256. So you should be getting 256/512 which is 1/2. Always check your arithmetic.
    $endgroup$
    – Eric Lippert
    7 hours ago








1




1




$begingroup$
Zero is an even number, too.
$endgroup$
– saulspatz
10 hours ago




$begingroup$
Zero is an even number, too.
$endgroup$
– saulspatz
10 hours ago












$begingroup$
What about $k=0$?
$endgroup$
– Dbchatto67
10 hours ago




$begingroup$
What about $k=0$?
$endgroup$
– Dbchatto67
10 hours ago




1




1




$begingroup$
Either Heads or Tails but not both must be even, so $.5$
$endgroup$
– lulu
10 hours ago




$begingroup$
Either Heads or Tails but not both must be even, so $.5$
$endgroup$
– lulu
10 hours ago




3




3




$begingroup$
Your arithmetic is wrong somewhere because it should sum to $0.50$. You can match the chance of $k$ heads with the chance of $9-k$. The powers of $frac 12$ always give $frac 1{2^9}$, so it is probably in your computation of the combination numbers. Your approach is fine, if much harder than the symmetry arguments.
$endgroup$
– Ross Millikan
10 hours ago






$begingroup$
Your arithmetic is wrong somewhere because it should sum to $0.50$. You can match the chance of $k$ heads with the chance of $9-k$. The powers of $frac 12$ always give $frac 1{2^9}$, so it is probably in your computation of the combination numbers. Your approach is fine, if much harder than the symmetry arguments.
$endgroup$
– Ross Millikan
10 hours ago






2




2




$begingroup$
Ross Millikan is correct; you need to double-check your arithmetic. The last two terms of each product multiply to 1/512. The first terms of each product are 1, 36, 126, 84 and 9. Those add to 256. So you should be getting 256/512 which is 1/2. Always check your arithmetic.
$endgroup$
– Eric Lippert
7 hours ago




$begingroup$
Ross Millikan is correct; you need to double-check your arithmetic. The last two terms of each product multiply to 1/512. The first terms of each product are 1, 36, 126, 84 and 9. Those add to 256. So you should be getting 256/512 which is 1/2. Always check your arithmetic.
$endgroup$
– Eric Lippert
7 hours ago










8 Answers
8






active

oldest

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16












$begingroup$

The probability is $frac{1}{2}$ because the last flip determines it.






share|cite|improve this answer









$endgroup$









  • 4




    $begingroup$
    Though this answer is correct for this specific question, it is interesting to consider why it works. Consider: an unfair coin comes up heads 75% of the time, tails 25% of the time. We flip it nine times. Again, the last flip determines whether the total is odd or even. In this case, is it even 75% of the time, because the last flip is heads 75% of the time, or is it even 50% of the time, as it was before? Or is it even some other percentage of the time? Before you do the math, what's your gut feeling? And can you explain why your argument is only valid for a fair coin?
    $endgroup$
    – Eric Lippert
    3 hours ago










  • $begingroup$
    Interesting question Eric. Formally I would use recursion, let us define $O_n$ as the probability that we get an odd number of heads when flipping $n$ coins, and let $p$ be the probability the coin comes up as heads. Then the previous reasoning turns into the recurrence relation $O_n=(1-p)O_{n-1} + p(1-O_{n-1})=(1-2p)O_{n-1}+p$.
    $endgroup$
    – Jorge Fernández Hidalgo
    2 hours ago












  • $begingroup$
    Although I think things become clearer when we work with $ O_n=H_n+0.5$ as we obtain $H_n+0.5 = (1-p)(H_{n-1}+0.5) + p(0.5-H_{n-1})$ which tells us $H_n = H_{n-1}(1-2p)$. So as one can see $O_n$ approachs $frac{1}{2}$ and whether is does so in a monotone or alternating manner depends on whethere $pgeq 1/2$. Recall $O_1$ is simply $p$, so $H_1 = p-0.5$. In the case in which $p<0.5$ we have that $H_n$ is always negative and in the other case we have that $H_n$ alternates signs.
    $endgroup$
    – Jorge Fernández Hidalgo
    2 hours ago












  • $begingroup$
    That's a good analysis. My reason for bringing it up is: plainly the OP is relatively new to probability, so I think it is important to call out the assumptions when giving "shortcut" reasoning like this answer. The underlying assumption is that with eight coins, an even number of heads or tails is also 1/2. I think it is worthwhile calling that out. I wouldn't want the OP to deduce that for more general problems, they only need to consider the probability of the final flip.
    $endgroup$
    – Eric Lippert
    2 hours ago






  • 1




    $begingroup$
    Yes you are right, I was a bit careless when I wrote it, thank you for pointing out that detail!
    $endgroup$
    – Jorge Fernández Hidalgo
    2 hours ago





















8












$begingroup$

If there are an even number of heads then there must be an odd number of tails. But heads and tails are symmetrical, so the probability must be $1/2$.






share|cite|improve this answer









$endgroup$





















    5












    $begingroup$

    All the possible sequences of tosses (which are all equally likely) may be divided into the two categories "even number of heads" and "odd number of heads". You can then pair up each sequence in one category with the "flipped" version (flip every coin in the sequence around) in the other category. This shows that there are equally many sequences in each of the two categories. So the probability of landing in a specific one of them must be $frac12$.






    share|cite|improve this answer









    $endgroup$





















      3












      $begingroup$

      There are two cases here:




      • There's an even number of heads: 0, 2, 4, 6 or 8 heads

      • There's an odd number of heads: 1, 3, 5, 7 or 9 heads


      But notice that having an odd number of heads means having an even number of tails (e.g. 5 heads means 4 tails), so the second case is the same as:




      • There's an even number of tails: 0, 2, 4, 6 or 8 tails


      Since heads and tails are equally probable, we can, by symmetry, see that these two cases have the same probability. Therefore each must have probability $1/2$.






      share|cite|improve this answer









      $endgroup$













      • $begingroup$
        Ethan Bolker already gave this explanation 2 hours ago.
        $endgroup$
        – Paul Sinclair
        7 hours ago










      • $begingroup$
        @PaulSinclair Yes, he did. But I found this explanation clearer than Ethan's, which skips a number of steps.
        $endgroup$
        – CJ Dennis
        26 mins ago



















      2












      $begingroup$

      The easiest way to see this : Consider the number of heads we have in the first $8$ coins.




      • If this number is even, we need a tail, we have probability $frac{1}{2}$

      • If this number is odd, we need a head, we have probability $frac{1}{2}$


      Hence no matter what the $8$ coins delivered, we have probability $frac{1}{2}$ , which is the answer.






      share|cite|improve this answer









      $endgroup$









      • 1




        $begingroup$
        This is , by the way, true for EVERY number of coins (even for one coin).
        $endgroup$
        – Peter
        10 hours ago






      • 3




        $begingroup$
        Pedantic point: If zero coins are tossed, the probability of an even number of heads is 100%.
        $endgroup$
        – Brian
        7 hours ago










      • $begingroup$
        This answer presupposes that having an even number of heads and an odd number of heads in eight flips is equally likely, but we haven't proved that lemma.
        $endgroup$
        – Eric Lippert
        3 hours ago



















      2












      $begingroup$

      Your approach is good also, you probably made a mistake in calculations. The number of favorable outcomes is
      $$binom{9}{0}+binom{9}{2}+binom{9}{4}+binom{9}{6}+binom{9}{8}=1+36+126+84+9=256$$
      The number of all possible outcomes is $512$ thus the probability to get even number of heads is $0.5$.






      share|cite|improve this answer









      $endgroup$





















        1












        $begingroup$

        The probability generating function of a Binomiall random variable $Xsim text{Bin}(n, 1/2)$ with probability of success $1/2$ is given by
        $$
        g_{X}(t)=Et^X=sum_{k=0}^nP(X=k)t^k=sum_{k=0}^nbinom{n}{k}frac{t^k}{2^n}=frac{1}{2^n}(1+t)^n
        $$

        In particular the probability that $X$ is even is given by
        $$
        sum_{0leq kleq n, k,{text{even}}}P(X=k)=frac{g(1)+g(-1)}{2}=frac{1+0}{2}=frac{1}{2}.
        $$






        share|cite|improve this answer









        $endgroup$





















          0












          $begingroup$

          If $h$ denotes getting a heads and $p$ denotes getting tails, let's write $frac{1}{2}h+frac{1}{2}p$ for the notion of a fair coin: half the time it turns up heads, and half the time tails.



          If we expand out the following product while keeping track of multiplication order,
          $$left(frac{1}{2}h+frac{1}{2}pright)left(frac{1}{2}h+frac{1}{2}pright)=frac{1}{4}hh+frac{1}{4}hp+frac{1}{4}ph+frac{1}{4}pp,$$
          we see that the sequences $hh$, $hp$, $ph$, and $pp$ are equally likely. Forgetting about multiplication order, which we want to do because we only care about how many times heads or tails showed up, corresponds to just treating this like a polynomial:
          $$=frac{1}{4}h^2+frac{1}{2}hp+frac{1}{4}p^2.$$
          We can keep multiplying copies of a fair coin together to find the probability that a certain number of heads or tails happened, where the coefficient in front of $h^kp^ell$ is the probability of $k$ heads and $ell$ tails.



          Nine coins is the expansion
          $$left(frac{1}{2}h+frac{1}{2}pright)^9=sum_{k=0}^9binom{9}{k}left(frac{1}{2}hright)^kleft(frac{1}{2}pright)^{9-k}=sum_{k=0}^9frac{1}{2^9}binom{9}{k}h^kp^{9-k}.$$
          So far, all this has done is explain why you were adding up $2^{-9}binom{9}{k}$ for $k=0,2,4,dots,8$. Here, now, is a nice trick. If we formally set $h=1$ and $p=1$, then we get
          $$1=sum_{k=0}^9frac{1}{2^9}binom{9}{k},$$
          and if we formally set $h=-1$ and $p=1$, then we get
          $$0=sum_{k=0}^9frac{1}{2^9}binom{9}{k}(-1)^k.$$
          The average of these two equations is
          $$frac{1}{2}=sum_{k=0,ktext{ even}}^9frac{1}{2^9}binom{9}{k},$$
          since $frac{1}{2}(1+(-1)^k)$ is $1$ or $0$ depending on whether $k$ is even or odd. Thus the probability of an even number of heads is $frac{1}{2}$.



          Notice that this did not use the fact nine coins were tossed at any point! (Other than the fact that at least one coin was tossed. In the case of tossing no coins, an even number of heads happens with probability $1$. What part of my argument goes wrong for the case of zero coins?)






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            8 Answers
            8






            active

            oldest

            votes








            8 Answers
            8






            active

            oldest

            votes









            active

            oldest

            votes






            active

            oldest

            votes









            16












            $begingroup$

            The probability is $frac{1}{2}$ because the last flip determines it.






            share|cite|improve this answer









            $endgroup$









            • 4




              $begingroup$
              Though this answer is correct for this specific question, it is interesting to consider why it works. Consider: an unfair coin comes up heads 75% of the time, tails 25% of the time. We flip it nine times. Again, the last flip determines whether the total is odd or even. In this case, is it even 75% of the time, because the last flip is heads 75% of the time, or is it even 50% of the time, as it was before? Or is it even some other percentage of the time? Before you do the math, what's your gut feeling? And can you explain why your argument is only valid for a fair coin?
              $endgroup$
              – Eric Lippert
              3 hours ago










            • $begingroup$
              Interesting question Eric. Formally I would use recursion, let us define $O_n$ as the probability that we get an odd number of heads when flipping $n$ coins, and let $p$ be the probability the coin comes up as heads. Then the previous reasoning turns into the recurrence relation $O_n=(1-p)O_{n-1} + p(1-O_{n-1})=(1-2p)O_{n-1}+p$.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              Although I think things become clearer when we work with $ O_n=H_n+0.5$ as we obtain $H_n+0.5 = (1-p)(H_{n-1}+0.5) + p(0.5-H_{n-1})$ which tells us $H_n = H_{n-1}(1-2p)$. So as one can see $O_n$ approachs $frac{1}{2}$ and whether is does so in a monotone or alternating manner depends on whethere $pgeq 1/2$. Recall $O_1$ is simply $p$, so $H_1 = p-0.5$. In the case in which $p<0.5$ we have that $H_n$ is always negative and in the other case we have that $H_n$ alternates signs.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              That's a good analysis. My reason for bringing it up is: plainly the OP is relatively new to probability, so I think it is important to call out the assumptions when giving "shortcut" reasoning like this answer. The underlying assumption is that with eight coins, an even number of heads or tails is also 1/2. I think it is worthwhile calling that out. I wouldn't want the OP to deduce that for more general problems, they only need to consider the probability of the final flip.
              $endgroup$
              – Eric Lippert
              2 hours ago






            • 1




              $begingroup$
              Yes you are right, I was a bit careless when I wrote it, thank you for pointing out that detail!
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago


















            16












            $begingroup$

            The probability is $frac{1}{2}$ because the last flip determines it.






            share|cite|improve this answer









            $endgroup$









            • 4




              $begingroup$
              Though this answer is correct for this specific question, it is interesting to consider why it works. Consider: an unfair coin comes up heads 75% of the time, tails 25% of the time. We flip it nine times. Again, the last flip determines whether the total is odd or even. In this case, is it even 75% of the time, because the last flip is heads 75% of the time, or is it even 50% of the time, as it was before? Or is it even some other percentage of the time? Before you do the math, what's your gut feeling? And can you explain why your argument is only valid for a fair coin?
              $endgroup$
              – Eric Lippert
              3 hours ago










            • $begingroup$
              Interesting question Eric. Formally I would use recursion, let us define $O_n$ as the probability that we get an odd number of heads when flipping $n$ coins, and let $p$ be the probability the coin comes up as heads. Then the previous reasoning turns into the recurrence relation $O_n=(1-p)O_{n-1} + p(1-O_{n-1})=(1-2p)O_{n-1}+p$.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              Although I think things become clearer when we work with $ O_n=H_n+0.5$ as we obtain $H_n+0.5 = (1-p)(H_{n-1}+0.5) + p(0.5-H_{n-1})$ which tells us $H_n = H_{n-1}(1-2p)$. So as one can see $O_n$ approachs $frac{1}{2}$ and whether is does so in a monotone or alternating manner depends on whethere $pgeq 1/2$. Recall $O_1$ is simply $p$, so $H_1 = p-0.5$. In the case in which $p<0.5$ we have that $H_n$ is always negative and in the other case we have that $H_n$ alternates signs.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              That's a good analysis. My reason for bringing it up is: plainly the OP is relatively new to probability, so I think it is important to call out the assumptions when giving "shortcut" reasoning like this answer. The underlying assumption is that with eight coins, an even number of heads or tails is also 1/2. I think it is worthwhile calling that out. I wouldn't want the OP to deduce that for more general problems, they only need to consider the probability of the final flip.
              $endgroup$
              – Eric Lippert
              2 hours ago






            • 1




              $begingroup$
              Yes you are right, I was a bit careless when I wrote it, thank you for pointing out that detail!
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago
















            16












            16








            16





            $begingroup$

            The probability is $frac{1}{2}$ because the last flip determines it.






            share|cite|improve this answer









            $endgroup$



            The probability is $frac{1}{2}$ because the last flip determines it.







            share|cite|improve this answer












            share|cite|improve this answer



            share|cite|improve this answer










            answered 10 hours ago









            Jorge Fernández HidalgoJorge Fernández Hidalgo

            75.9k1192195




            75.9k1192195








            • 4




              $begingroup$
              Though this answer is correct for this specific question, it is interesting to consider why it works. Consider: an unfair coin comes up heads 75% of the time, tails 25% of the time. We flip it nine times. Again, the last flip determines whether the total is odd or even. In this case, is it even 75% of the time, because the last flip is heads 75% of the time, or is it even 50% of the time, as it was before? Or is it even some other percentage of the time? Before you do the math, what's your gut feeling? And can you explain why your argument is only valid for a fair coin?
              $endgroup$
              – Eric Lippert
              3 hours ago










            • $begingroup$
              Interesting question Eric. Formally I would use recursion, let us define $O_n$ as the probability that we get an odd number of heads when flipping $n$ coins, and let $p$ be the probability the coin comes up as heads. Then the previous reasoning turns into the recurrence relation $O_n=(1-p)O_{n-1} + p(1-O_{n-1})=(1-2p)O_{n-1}+p$.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              Although I think things become clearer when we work with $ O_n=H_n+0.5$ as we obtain $H_n+0.5 = (1-p)(H_{n-1}+0.5) + p(0.5-H_{n-1})$ which tells us $H_n = H_{n-1}(1-2p)$. So as one can see $O_n$ approachs $frac{1}{2}$ and whether is does so in a monotone or alternating manner depends on whethere $pgeq 1/2$. Recall $O_1$ is simply $p$, so $H_1 = p-0.5$. In the case in which $p<0.5$ we have that $H_n$ is always negative and in the other case we have that $H_n$ alternates signs.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              That's a good analysis. My reason for bringing it up is: plainly the OP is relatively new to probability, so I think it is important to call out the assumptions when giving "shortcut" reasoning like this answer. The underlying assumption is that with eight coins, an even number of heads or tails is also 1/2. I think it is worthwhile calling that out. I wouldn't want the OP to deduce that for more general problems, they only need to consider the probability of the final flip.
              $endgroup$
              – Eric Lippert
              2 hours ago






            • 1




              $begingroup$
              Yes you are right, I was a bit careless when I wrote it, thank you for pointing out that detail!
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago
















            • 4




              $begingroup$
              Though this answer is correct for this specific question, it is interesting to consider why it works. Consider: an unfair coin comes up heads 75% of the time, tails 25% of the time. We flip it nine times. Again, the last flip determines whether the total is odd or even. In this case, is it even 75% of the time, because the last flip is heads 75% of the time, or is it even 50% of the time, as it was before? Or is it even some other percentage of the time? Before you do the math, what's your gut feeling? And can you explain why your argument is only valid for a fair coin?
              $endgroup$
              – Eric Lippert
              3 hours ago










            • $begingroup$
              Interesting question Eric. Formally I would use recursion, let us define $O_n$ as the probability that we get an odd number of heads when flipping $n$ coins, and let $p$ be the probability the coin comes up as heads. Then the previous reasoning turns into the recurrence relation $O_n=(1-p)O_{n-1} + p(1-O_{n-1})=(1-2p)O_{n-1}+p$.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              Although I think things become clearer when we work with $ O_n=H_n+0.5$ as we obtain $H_n+0.5 = (1-p)(H_{n-1}+0.5) + p(0.5-H_{n-1})$ which tells us $H_n = H_{n-1}(1-2p)$. So as one can see $O_n$ approachs $frac{1}{2}$ and whether is does so in a monotone or alternating manner depends on whethere $pgeq 1/2$. Recall $O_1$ is simply $p$, so $H_1 = p-0.5$. In the case in which $p<0.5$ we have that $H_n$ is always negative and in the other case we have that $H_n$ alternates signs.
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago












            • $begingroup$
              That's a good analysis. My reason for bringing it up is: plainly the OP is relatively new to probability, so I think it is important to call out the assumptions when giving "shortcut" reasoning like this answer. The underlying assumption is that with eight coins, an even number of heads or tails is also 1/2. I think it is worthwhile calling that out. I wouldn't want the OP to deduce that for more general problems, they only need to consider the probability of the final flip.
              $endgroup$
              – Eric Lippert
              2 hours ago






            • 1




              $begingroup$
              Yes you are right, I was a bit careless when I wrote it, thank you for pointing out that detail!
              $endgroup$
              – Jorge Fernández Hidalgo
              2 hours ago










            4




            4




            $begingroup$
            Though this answer is correct for this specific question, it is interesting to consider why it works. Consider: an unfair coin comes up heads 75% of the time, tails 25% of the time. We flip it nine times. Again, the last flip determines whether the total is odd or even. In this case, is it even 75% of the time, because the last flip is heads 75% of the time, or is it even 50% of the time, as it was before? Or is it even some other percentage of the time? Before you do the math, what's your gut feeling? And can you explain why your argument is only valid for a fair coin?
            $endgroup$
            – Eric Lippert
            3 hours ago




            $begingroup$
            Though this answer is correct for this specific question, it is interesting to consider why it works. Consider: an unfair coin comes up heads 75% of the time, tails 25% of the time. We flip it nine times. Again, the last flip determines whether the total is odd or even. In this case, is it even 75% of the time, because the last flip is heads 75% of the time, or is it even 50% of the time, as it was before? Or is it even some other percentage of the time? Before you do the math, what's your gut feeling? And can you explain why your argument is only valid for a fair coin?
            $endgroup$
            – Eric Lippert
            3 hours ago












            $begingroup$
            Interesting question Eric. Formally I would use recursion, let us define $O_n$ as the probability that we get an odd number of heads when flipping $n$ coins, and let $p$ be the probability the coin comes up as heads. Then the previous reasoning turns into the recurrence relation $O_n=(1-p)O_{n-1} + p(1-O_{n-1})=(1-2p)O_{n-1}+p$.
            $endgroup$
            – Jorge Fernández Hidalgo
            2 hours ago






            $begingroup$
            Interesting question Eric. Formally I would use recursion, let us define $O_n$ as the probability that we get an odd number of heads when flipping $n$ coins, and let $p$ be the probability the coin comes up as heads. Then the previous reasoning turns into the recurrence relation $O_n=(1-p)O_{n-1} + p(1-O_{n-1})=(1-2p)O_{n-1}+p$.
            $endgroup$
            – Jorge Fernández Hidalgo
            2 hours ago














            $begingroup$
            Although I think things become clearer when we work with $ O_n=H_n+0.5$ as we obtain $H_n+0.5 = (1-p)(H_{n-1}+0.5) + p(0.5-H_{n-1})$ which tells us $H_n = H_{n-1}(1-2p)$. So as one can see $O_n$ approachs $frac{1}{2}$ and whether is does so in a monotone or alternating manner depends on whethere $pgeq 1/2$. Recall $O_1$ is simply $p$, so $H_1 = p-0.5$. In the case in which $p<0.5$ we have that $H_n$ is always negative and in the other case we have that $H_n$ alternates signs.
            $endgroup$
            – Jorge Fernández Hidalgo
            2 hours ago






            $begingroup$
            Although I think things become clearer when we work with $ O_n=H_n+0.5$ as we obtain $H_n+0.5 = (1-p)(H_{n-1}+0.5) + p(0.5-H_{n-1})$ which tells us $H_n = H_{n-1}(1-2p)$. So as one can see $O_n$ approachs $frac{1}{2}$ and whether is does so in a monotone or alternating manner depends on whethere $pgeq 1/2$. Recall $O_1$ is simply $p$, so $H_1 = p-0.5$. In the case in which $p<0.5$ we have that $H_n$ is always negative and in the other case we have that $H_n$ alternates signs.
            $endgroup$
            – Jorge Fernández Hidalgo
            2 hours ago














            $begingroup$
            That's a good analysis. My reason for bringing it up is: plainly the OP is relatively new to probability, so I think it is important to call out the assumptions when giving "shortcut" reasoning like this answer. The underlying assumption is that with eight coins, an even number of heads or tails is also 1/2. I think it is worthwhile calling that out. I wouldn't want the OP to deduce that for more general problems, they only need to consider the probability of the final flip.
            $endgroup$
            – Eric Lippert
            2 hours ago




            $begingroup$
            That's a good analysis. My reason for bringing it up is: plainly the OP is relatively new to probability, so I think it is important to call out the assumptions when giving "shortcut" reasoning like this answer. The underlying assumption is that with eight coins, an even number of heads or tails is also 1/2. I think it is worthwhile calling that out. I wouldn't want the OP to deduce that for more general problems, they only need to consider the probability of the final flip.
            $endgroup$
            – Eric Lippert
            2 hours ago




            1




            1




            $begingroup$
            Yes you are right, I was a bit careless when I wrote it, thank you for pointing out that detail!
            $endgroup$
            – Jorge Fernández Hidalgo
            2 hours ago






            $begingroup$
            Yes you are right, I was a bit careless when I wrote it, thank you for pointing out that detail!
            $endgroup$
            – Jorge Fernández Hidalgo
            2 hours ago













            8












            $begingroup$

            If there are an even number of heads then there must be an odd number of tails. But heads and tails are symmetrical, so the probability must be $1/2$.






            share|cite|improve this answer









            $endgroup$


















              8












              $begingroup$

              If there are an even number of heads then there must be an odd number of tails. But heads and tails are symmetrical, so the probability must be $1/2$.






              share|cite|improve this answer









              $endgroup$
















                8












                8








                8





                $begingroup$

                If there are an even number of heads then there must be an odd number of tails. But heads and tails are symmetrical, so the probability must be $1/2$.






                share|cite|improve this answer









                $endgroup$



                If there are an even number of heads then there must be an odd number of tails. But heads and tails are symmetrical, so the probability must be $1/2$.







                share|cite|improve this answer












                share|cite|improve this answer



                share|cite|improve this answer










                answered 10 hours ago









                Ethan BolkerEthan Bolker

                44.1k552117




                44.1k552117























                    5












                    $begingroup$

                    All the possible sequences of tosses (which are all equally likely) may be divided into the two categories "even number of heads" and "odd number of heads". You can then pair up each sequence in one category with the "flipped" version (flip every coin in the sequence around) in the other category. This shows that there are equally many sequences in each of the two categories. So the probability of landing in a specific one of them must be $frac12$.






                    share|cite|improve this answer









                    $endgroup$


















                      5












                      $begingroup$

                      All the possible sequences of tosses (which are all equally likely) may be divided into the two categories "even number of heads" and "odd number of heads". You can then pair up each sequence in one category with the "flipped" version (flip every coin in the sequence around) in the other category. This shows that there are equally many sequences in each of the two categories. So the probability of landing in a specific one of them must be $frac12$.






                      share|cite|improve this answer









                      $endgroup$
















                        5












                        5








                        5





                        $begingroup$

                        All the possible sequences of tosses (which are all equally likely) may be divided into the two categories "even number of heads" and "odd number of heads". You can then pair up each sequence in one category with the "flipped" version (flip every coin in the sequence around) in the other category. This shows that there are equally many sequences in each of the two categories. So the probability of landing in a specific one of them must be $frac12$.






                        share|cite|improve this answer









                        $endgroup$



                        All the possible sequences of tosses (which are all equally likely) may be divided into the two categories "even number of heads" and "odd number of heads". You can then pair up each sequence in one category with the "flipped" version (flip every coin in the sequence around) in the other category. This shows that there are equally many sequences in each of the two categories. So the probability of landing in a specific one of them must be $frac12$.







                        share|cite|improve this answer












                        share|cite|improve this answer



                        share|cite|improve this answer










                        answered 10 hours ago









                        ArthurArthur

                        116k7116199




                        116k7116199























                            3












                            $begingroup$

                            There are two cases here:




                            • There's an even number of heads: 0, 2, 4, 6 or 8 heads

                            • There's an odd number of heads: 1, 3, 5, 7 or 9 heads


                            But notice that having an odd number of heads means having an even number of tails (e.g. 5 heads means 4 tails), so the second case is the same as:




                            • There's an even number of tails: 0, 2, 4, 6 or 8 tails


                            Since heads and tails are equally probable, we can, by symmetry, see that these two cases have the same probability. Therefore each must have probability $1/2$.






                            share|cite|improve this answer









                            $endgroup$













                            • $begingroup$
                              Ethan Bolker already gave this explanation 2 hours ago.
                              $endgroup$
                              – Paul Sinclair
                              7 hours ago










                            • $begingroup$
                              @PaulSinclair Yes, he did. But I found this explanation clearer than Ethan's, which skips a number of steps.
                              $endgroup$
                              – CJ Dennis
                              26 mins ago
















                            3












                            $begingroup$

                            There are two cases here:




                            • There's an even number of heads: 0, 2, 4, 6 or 8 heads

                            • There's an odd number of heads: 1, 3, 5, 7 or 9 heads


                            But notice that having an odd number of heads means having an even number of tails (e.g. 5 heads means 4 tails), so the second case is the same as:




                            • There's an even number of tails: 0, 2, 4, 6 or 8 tails


                            Since heads and tails are equally probable, we can, by symmetry, see that these two cases have the same probability. Therefore each must have probability $1/2$.






                            share|cite|improve this answer









                            $endgroup$













                            • $begingroup$
                              Ethan Bolker already gave this explanation 2 hours ago.
                              $endgroup$
                              – Paul Sinclair
                              7 hours ago










                            • $begingroup$
                              @PaulSinclair Yes, he did. But I found this explanation clearer than Ethan's, which skips a number of steps.
                              $endgroup$
                              – CJ Dennis
                              26 mins ago














                            3












                            3








                            3





                            $begingroup$

                            There are two cases here:




                            • There's an even number of heads: 0, 2, 4, 6 or 8 heads

                            • There's an odd number of heads: 1, 3, 5, 7 or 9 heads


                            But notice that having an odd number of heads means having an even number of tails (e.g. 5 heads means 4 tails), so the second case is the same as:




                            • There's an even number of tails: 0, 2, 4, 6 or 8 tails


                            Since heads and tails are equally probable, we can, by symmetry, see that these two cases have the same probability. Therefore each must have probability $1/2$.






                            share|cite|improve this answer









                            $endgroup$



                            There are two cases here:




                            • There's an even number of heads: 0, 2, 4, 6 or 8 heads

                            • There's an odd number of heads: 1, 3, 5, 7 or 9 heads


                            But notice that having an odd number of heads means having an even number of tails (e.g. 5 heads means 4 tails), so the second case is the same as:




                            • There's an even number of tails: 0, 2, 4, 6 or 8 tails


                            Since heads and tails are equally probable, we can, by symmetry, see that these two cases have the same probability. Therefore each must have probability $1/2$.







                            share|cite|improve this answer












                            share|cite|improve this answer



                            share|cite|improve this answer










                            answered 8 hours ago









                            FrxstremFrxstrem

                            4131813




                            4131813












                            • $begingroup$
                              Ethan Bolker already gave this explanation 2 hours ago.
                              $endgroup$
                              – Paul Sinclair
                              7 hours ago










                            • $begingroup$
                              @PaulSinclair Yes, he did. But I found this explanation clearer than Ethan's, which skips a number of steps.
                              $endgroup$
                              – CJ Dennis
                              26 mins ago


















                            • $begingroup$
                              Ethan Bolker already gave this explanation 2 hours ago.
                              $endgroup$
                              – Paul Sinclair
                              7 hours ago










                            • $begingroup$
                              @PaulSinclair Yes, he did. But I found this explanation clearer than Ethan's, which skips a number of steps.
                              $endgroup$
                              – CJ Dennis
                              26 mins ago
















                            $begingroup$
                            Ethan Bolker already gave this explanation 2 hours ago.
                            $endgroup$
                            – Paul Sinclair
                            7 hours ago




                            $begingroup$
                            Ethan Bolker already gave this explanation 2 hours ago.
                            $endgroup$
                            – Paul Sinclair
                            7 hours ago












                            $begingroup$
                            @PaulSinclair Yes, he did. But I found this explanation clearer than Ethan's, which skips a number of steps.
                            $endgroup$
                            – CJ Dennis
                            26 mins ago




                            $begingroup$
                            @PaulSinclair Yes, he did. But I found this explanation clearer than Ethan's, which skips a number of steps.
                            $endgroup$
                            – CJ Dennis
                            26 mins ago











                            2












                            $begingroup$

                            The easiest way to see this : Consider the number of heads we have in the first $8$ coins.




                            • If this number is even, we need a tail, we have probability $frac{1}{2}$

                            • If this number is odd, we need a head, we have probability $frac{1}{2}$


                            Hence no matter what the $8$ coins delivered, we have probability $frac{1}{2}$ , which is the answer.






                            share|cite|improve this answer









                            $endgroup$









                            • 1




                              $begingroup$
                              This is , by the way, true for EVERY number of coins (even for one coin).
                              $endgroup$
                              – Peter
                              10 hours ago






                            • 3




                              $begingroup$
                              Pedantic point: If zero coins are tossed, the probability of an even number of heads is 100%.
                              $endgroup$
                              – Brian
                              7 hours ago










                            • $begingroup$
                              This answer presupposes that having an even number of heads and an odd number of heads in eight flips is equally likely, but we haven't proved that lemma.
                              $endgroup$
                              – Eric Lippert
                              3 hours ago
















                            2












                            $begingroup$

                            The easiest way to see this : Consider the number of heads we have in the first $8$ coins.




                            • If this number is even, we need a tail, we have probability $frac{1}{2}$

                            • If this number is odd, we need a head, we have probability $frac{1}{2}$


                            Hence no matter what the $8$ coins delivered, we have probability $frac{1}{2}$ , which is the answer.






                            share|cite|improve this answer









                            $endgroup$









                            • 1




                              $begingroup$
                              This is , by the way, true for EVERY number of coins (even for one coin).
                              $endgroup$
                              – Peter
                              10 hours ago






                            • 3




                              $begingroup$
                              Pedantic point: If zero coins are tossed, the probability of an even number of heads is 100%.
                              $endgroup$
                              – Brian
                              7 hours ago










                            • $begingroup$
                              This answer presupposes that having an even number of heads and an odd number of heads in eight flips is equally likely, but we haven't proved that lemma.
                              $endgroup$
                              – Eric Lippert
                              3 hours ago














                            2












                            2








                            2





                            $begingroup$

                            The easiest way to see this : Consider the number of heads we have in the first $8$ coins.




                            • If this number is even, we need a tail, we have probability $frac{1}{2}$

                            • If this number is odd, we need a head, we have probability $frac{1}{2}$


                            Hence no matter what the $8$ coins delivered, we have probability $frac{1}{2}$ , which is the answer.






                            share|cite|improve this answer









                            $endgroup$



                            The easiest way to see this : Consider the number of heads we have in the first $8$ coins.




                            • If this number is even, we need a tail, we have probability $frac{1}{2}$

                            • If this number is odd, we need a head, we have probability $frac{1}{2}$


                            Hence no matter what the $8$ coins delivered, we have probability $frac{1}{2}$ , which is the answer.







                            share|cite|improve this answer












                            share|cite|improve this answer



                            share|cite|improve this answer










                            answered 10 hours ago









                            PeterPeter

                            48.2k1139133




                            48.2k1139133








                            • 1




                              $begingroup$
                              This is , by the way, true for EVERY number of coins (even for one coin).
                              $endgroup$
                              – Peter
                              10 hours ago






                            • 3




                              $begingroup$
                              Pedantic point: If zero coins are tossed, the probability of an even number of heads is 100%.
                              $endgroup$
                              – Brian
                              7 hours ago










                            • $begingroup$
                              This answer presupposes that having an even number of heads and an odd number of heads in eight flips is equally likely, but we haven't proved that lemma.
                              $endgroup$
                              – Eric Lippert
                              3 hours ago














                            • 1




                              $begingroup$
                              This is , by the way, true for EVERY number of coins (even for one coin).
                              $endgroup$
                              – Peter
                              10 hours ago






                            • 3




                              $begingroup$
                              Pedantic point: If zero coins are tossed, the probability of an even number of heads is 100%.
                              $endgroup$
                              – Brian
                              7 hours ago










                            • $begingroup$
                              This answer presupposes that having an even number of heads and an odd number of heads in eight flips is equally likely, but we haven't proved that lemma.
                              $endgroup$
                              – Eric Lippert
                              3 hours ago








                            1




                            1




                            $begingroup$
                            This is , by the way, true for EVERY number of coins (even for one coin).
                            $endgroup$
                            – Peter
                            10 hours ago




                            $begingroup$
                            This is , by the way, true for EVERY number of coins (even for one coin).
                            $endgroup$
                            – Peter
                            10 hours ago




                            3




                            3




                            $begingroup$
                            Pedantic point: If zero coins are tossed, the probability of an even number of heads is 100%.
                            $endgroup$
                            – Brian
                            7 hours ago




                            $begingroup$
                            Pedantic point: If zero coins are tossed, the probability of an even number of heads is 100%.
                            $endgroup$
                            – Brian
                            7 hours ago












                            $begingroup$
                            This answer presupposes that having an even number of heads and an odd number of heads in eight flips is equally likely, but we haven't proved that lemma.
                            $endgroup$
                            – Eric Lippert
                            3 hours ago




                            $begingroup$
                            This answer presupposes that having an even number of heads and an odd number of heads in eight flips is equally likely, but we haven't proved that lemma.
                            $endgroup$
                            – Eric Lippert
                            3 hours ago











                            2












                            $begingroup$

                            Your approach is good also, you probably made a mistake in calculations. The number of favorable outcomes is
                            $$binom{9}{0}+binom{9}{2}+binom{9}{4}+binom{9}{6}+binom{9}{8}=1+36+126+84+9=256$$
                            The number of all possible outcomes is $512$ thus the probability to get even number of heads is $0.5$.






                            share|cite|improve this answer









                            $endgroup$


















                              2












                              $begingroup$

                              Your approach is good also, you probably made a mistake in calculations. The number of favorable outcomes is
                              $$binom{9}{0}+binom{9}{2}+binom{9}{4}+binom{9}{6}+binom{9}{8}=1+36+126+84+9=256$$
                              The number of all possible outcomes is $512$ thus the probability to get even number of heads is $0.5$.






                              share|cite|improve this answer









                              $endgroup$
















                                2












                                2








                                2





                                $begingroup$

                                Your approach is good also, you probably made a mistake in calculations. The number of favorable outcomes is
                                $$binom{9}{0}+binom{9}{2}+binom{9}{4}+binom{9}{6}+binom{9}{8}=1+36+126+84+9=256$$
                                The number of all possible outcomes is $512$ thus the probability to get even number of heads is $0.5$.






                                share|cite|improve this answer









                                $endgroup$



                                Your approach is good also, you probably made a mistake in calculations. The number of favorable outcomes is
                                $$binom{9}{0}+binom{9}{2}+binom{9}{4}+binom{9}{6}+binom{9}{8}=1+36+126+84+9=256$$
                                The number of all possible outcomes is $512$ thus the probability to get even number of heads is $0.5$.







                                share|cite|improve this answer












                                share|cite|improve this answer



                                share|cite|improve this answer










                                answered 9 hours ago









                                VasyaVasya

                                3,4271516




                                3,4271516























                                    1












                                    $begingroup$

                                    The probability generating function of a Binomiall random variable $Xsim text{Bin}(n, 1/2)$ with probability of success $1/2$ is given by
                                    $$
                                    g_{X}(t)=Et^X=sum_{k=0}^nP(X=k)t^k=sum_{k=0}^nbinom{n}{k}frac{t^k}{2^n}=frac{1}{2^n}(1+t)^n
                                    $$

                                    In particular the probability that $X$ is even is given by
                                    $$
                                    sum_{0leq kleq n, k,{text{even}}}P(X=k)=frac{g(1)+g(-1)}{2}=frac{1+0}{2}=frac{1}{2}.
                                    $$






                                    share|cite|improve this answer









                                    $endgroup$


















                                      1












                                      $begingroup$

                                      The probability generating function of a Binomiall random variable $Xsim text{Bin}(n, 1/2)$ with probability of success $1/2$ is given by
                                      $$
                                      g_{X}(t)=Et^X=sum_{k=0}^nP(X=k)t^k=sum_{k=0}^nbinom{n}{k}frac{t^k}{2^n}=frac{1}{2^n}(1+t)^n
                                      $$

                                      In particular the probability that $X$ is even is given by
                                      $$
                                      sum_{0leq kleq n, k,{text{even}}}P(X=k)=frac{g(1)+g(-1)}{2}=frac{1+0}{2}=frac{1}{2}.
                                      $$






                                      share|cite|improve this answer









                                      $endgroup$
















                                        1












                                        1








                                        1





                                        $begingroup$

                                        The probability generating function of a Binomiall random variable $Xsim text{Bin}(n, 1/2)$ with probability of success $1/2$ is given by
                                        $$
                                        g_{X}(t)=Et^X=sum_{k=0}^nP(X=k)t^k=sum_{k=0}^nbinom{n}{k}frac{t^k}{2^n}=frac{1}{2^n}(1+t)^n
                                        $$

                                        In particular the probability that $X$ is even is given by
                                        $$
                                        sum_{0leq kleq n, k,{text{even}}}P(X=k)=frac{g(1)+g(-1)}{2}=frac{1+0}{2}=frac{1}{2}.
                                        $$






                                        share|cite|improve this answer









                                        $endgroup$



                                        The probability generating function of a Binomiall random variable $Xsim text{Bin}(n, 1/2)$ with probability of success $1/2$ is given by
                                        $$
                                        g_{X}(t)=Et^X=sum_{k=0}^nP(X=k)t^k=sum_{k=0}^nbinom{n}{k}frac{t^k}{2^n}=frac{1}{2^n}(1+t)^n
                                        $$

                                        In particular the probability that $X$ is even is given by
                                        $$
                                        sum_{0leq kleq n, k,{text{even}}}P(X=k)=frac{g(1)+g(-1)}{2}=frac{1+0}{2}=frac{1}{2}.
                                        $$







                                        share|cite|improve this answer












                                        share|cite|improve this answer



                                        share|cite|improve this answer










                                        answered 3 hours ago









                                        Foobaz JohnFoobaz John

                                        22.4k41452




                                        22.4k41452























                                            0












                                            $begingroup$

                                            If $h$ denotes getting a heads and $p$ denotes getting tails, let's write $frac{1}{2}h+frac{1}{2}p$ for the notion of a fair coin: half the time it turns up heads, and half the time tails.



                                            If we expand out the following product while keeping track of multiplication order,
                                            $$left(frac{1}{2}h+frac{1}{2}pright)left(frac{1}{2}h+frac{1}{2}pright)=frac{1}{4}hh+frac{1}{4}hp+frac{1}{4}ph+frac{1}{4}pp,$$
                                            we see that the sequences $hh$, $hp$, $ph$, and $pp$ are equally likely. Forgetting about multiplication order, which we want to do because we only care about how many times heads or tails showed up, corresponds to just treating this like a polynomial:
                                            $$=frac{1}{4}h^2+frac{1}{2}hp+frac{1}{4}p^2.$$
                                            We can keep multiplying copies of a fair coin together to find the probability that a certain number of heads or tails happened, where the coefficient in front of $h^kp^ell$ is the probability of $k$ heads and $ell$ tails.



                                            Nine coins is the expansion
                                            $$left(frac{1}{2}h+frac{1}{2}pright)^9=sum_{k=0}^9binom{9}{k}left(frac{1}{2}hright)^kleft(frac{1}{2}pright)^{9-k}=sum_{k=0}^9frac{1}{2^9}binom{9}{k}h^kp^{9-k}.$$
                                            So far, all this has done is explain why you were adding up $2^{-9}binom{9}{k}$ for $k=0,2,4,dots,8$. Here, now, is a nice trick. If we formally set $h=1$ and $p=1$, then we get
                                            $$1=sum_{k=0}^9frac{1}{2^9}binom{9}{k},$$
                                            and if we formally set $h=-1$ and $p=1$, then we get
                                            $$0=sum_{k=0}^9frac{1}{2^9}binom{9}{k}(-1)^k.$$
                                            The average of these two equations is
                                            $$frac{1}{2}=sum_{k=0,ktext{ even}}^9frac{1}{2^9}binom{9}{k},$$
                                            since $frac{1}{2}(1+(-1)^k)$ is $1$ or $0$ depending on whether $k$ is even or odd. Thus the probability of an even number of heads is $frac{1}{2}$.



                                            Notice that this did not use the fact nine coins were tossed at any point! (Other than the fact that at least one coin was tossed. In the case of tossing no coins, an even number of heads happens with probability $1$. What part of my argument goes wrong for the case of zero coins?)






                                            share|cite









                                            $endgroup$


















                                              0












                                              $begingroup$

                                              If $h$ denotes getting a heads and $p$ denotes getting tails, let's write $frac{1}{2}h+frac{1}{2}p$ for the notion of a fair coin: half the time it turns up heads, and half the time tails.



                                              If we expand out the following product while keeping track of multiplication order,
                                              $$left(frac{1}{2}h+frac{1}{2}pright)left(frac{1}{2}h+frac{1}{2}pright)=frac{1}{4}hh+frac{1}{4}hp+frac{1}{4}ph+frac{1}{4}pp,$$
                                              we see that the sequences $hh$, $hp$, $ph$, and $pp$ are equally likely. Forgetting about multiplication order, which we want to do because we only care about how many times heads or tails showed up, corresponds to just treating this like a polynomial:
                                              $$=frac{1}{4}h^2+frac{1}{2}hp+frac{1}{4}p^2.$$
                                              We can keep multiplying copies of a fair coin together to find the probability that a certain number of heads or tails happened, where the coefficient in front of $h^kp^ell$ is the probability of $k$ heads and $ell$ tails.



                                              Nine coins is the expansion
                                              $$left(frac{1}{2}h+frac{1}{2}pright)^9=sum_{k=0}^9binom{9}{k}left(frac{1}{2}hright)^kleft(frac{1}{2}pright)^{9-k}=sum_{k=0}^9frac{1}{2^9}binom{9}{k}h^kp^{9-k}.$$
                                              So far, all this has done is explain why you were adding up $2^{-9}binom{9}{k}$ for $k=0,2,4,dots,8$. Here, now, is a nice trick. If we formally set $h=1$ and $p=1$, then we get
                                              $$1=sum_{k=0}^9frac{1}{2^9}binom{9}{k},$$
                                              and if we formally set $h=-1$ and $p=1$, then we get
                                              $$0=sum_{k=0}^9frac{1}{2^9}binom{9}{k}(-1)^k.$$
                                              The average of these two equations is
                                              $$frac{1}{2}=sum_{k=0,ktext{ even}}^9frac{1}{2^9}binom{9}{k},$$
                                              since $frac{1}{2}(1+(-1)^k)$ is $1$ or $0$ depending on whether $k$ is even or odd. Thus the probability of an even number of heads is $frac{1}{2}$.



                                              Notice that this did not use the fact nine coins were tossed at any point! (Other than the fact that at least one coin was tossed. In the case of tossing no coins, an even number of heads happens with probability $1$. What part of my argument goes wrong for the case of zero coins?)






                                              share|cite









                                              $endgroup$
















                                                0












                                                0








                                                0





                                                $begingroup$

                                                If $h$ denotes getting a heads and $p$ denotes getting tails, let's write $frac{1}{2}h+frac{1}{2}p$ for the notion of a fair coin: half the time it turns up heads, and half the time tails.



                                                If we expand out the following product while keeping track of multiplication order,
                                                $$left(frac{1}{2}h+frac{1}{2}pright)left(frac{1}{2}h+frac{1}{2}pright)=frac{1}{4}hh+frac{1}{4}hp+frac{1}{4}ph+frac{1}{4}pp,$$
                                                we see that the sequences $hh$, $hp$, $ph$, and $pp$ are equally likely. Forgetting about multiplication order, which we want to do because we only care about how many times heads or tails showed up, corresponds to just treating this like a polynomial:
                                                $$=frac{1}{4}h^2+frac{1}{2}hp+frac{1}{4}p^2.$$
                                                We can keep multiplying copies of a fair coin together to find the probability that a certain number of heads or tails happened, where the coefficient in front of $h^kp^ell$ is the probability of $k$ heads and $ell$ tails.



                                                Nine coins is the expansion
                                                $$left(frac{1}{2}h+frac{1}{2}pright)^9=sum_{k=0}^9binom{9}{k}left(frac{1}{2}hright)^kleft(frac{1}{2}pright)^{9-k}=sum_{k=0}^9frac{1}{2^9}binom{9}{k}h^kp^{9-k}.$$
                                                So far, all this has done is explain why you were adding up $2^{-9}binom{9}{k}$ for $k=0,2,4,dots,8$. Here, now, is a nice trick. If we formally set $h=1$ and $p=1$, then we get
                                                $$1=sum_{k=0}^9frac{1}{2^9}binom{9}{k},$$
                                                and if we formally set $h=-1$ and $p=1$, then we get
                                                $$0=sum_{k=0}^9frac{1}{2^9}binom{9}{k}(-1)^k.$$
                                                The average of these two equations is
                                                $$frac{1}{2}=sum_{k=0,ktext{ even}}^9frac{1}{2^9}binom{9}{k},$$
                                                since $frac{1}{2}(1+(-1)^k)$ is $1$ or $0$ depending on whether $k$ is even or odd. Thus the probability of an even number of heads is $frac{1}{2}$.



                                                Notice that this did not use the fact nine coins were tossed at any point! (Other than the fact that at least one coin was tossed. In the case of tossing no coins, an even number of heads happens with probability $1$. What part of my argument goes wrong for the case of zero coins?)






                                                share|cite









                                                $endgroup$



                                                If $h$ denotes getting a heads and $p$ denotes getting tails, let's write $frac{1}{2}h+frac{1}{2}p$ for the notion of a fair coin: half the time it turns up heads, and half the time tails.



                                                If we expand out the following product while keeping track of multiplication order,
                                                $$left(frac{1}{2}h+frac{1}{2}pright)left(frac{1}{2}h+frac{1}{2}pright)=frac{1}{4}hh+frac{1}{4}hp+frac{1}{4}ph+frac{1}{4}pp,$$
                                                we see that the sequences $hh$, $hp$, $ph$, and $pp$ are equally likely. Forgetting about multiplication order, which we want to do because we only care about how many times heads or tails showed up, corresponds to just treating this like a polynomial:
                                                $$=frac{1}{4}h^2+frac{1}{2}hp+frac{1}{4}p^2.$$
                                                We can keep multiplying copies of a fair coin together to find the probability that a certain number of heads or tails happened, where the coefficient in front of $h^kp^ell$ is the probability of $k$ heads and $ell$ tails.



                                                Nine coins is the expansion
                                                $$left(frac{1}{2}h+frac{1}{2}pright)^9=sum_{k=0}^9binom{9}{k}left(frac{1}{2}hright)^kleft(frac{1}{2}pright)^{9-k}=sum_{k=0}^9frac{1}{2^9}binom{9}{k}h^kp^{9-k}.$$
                                                So far, all this has done is explain why you were adding up $2^{-9}binom{9}{k}$ for $k=0,2,4,dots,8$. Here, now, is a nice trick. If we formally set $h=1$ and $p=1$, then we get
                                                $$1=sum_{k=0}^9frac{1}{2^9}binom{9}{k},$$
                                                and if we formally set $h=-1$ and $p=1$, then we get
                                                $$0=sum_{k=0}^9frac{1}{2^9}binom{9}{k}(-1)^k.$$
                                                The average of these two equations is
                                                $$frac{1}{2}=sum_{k=0,ktext{ even}}^9frac{1}{2^9}binom{9}{k},$$
                                                since $frac{1}{2}(1+(-1)^k)$ is $1$ or $0$ depending on whether $k$ is even or odd. Thus the probability of an even number of heads is $frac{1}{2}$.



                                                Notice that this did not use the fact nine coins were tossed at any point! (Other than the fact that at least one coin was tossed. In the case of tossing no coins, an even number of heads happens with probability $1$. What part of my argument goes wrong for the case of zero coins?)







                                                share|cite












                                                share|cite



                                                share|cite










                                                answered 9 mins ago









                                                Kyle MillerKyle Miller

                                                9,430930




                                                9,430930






























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