A jar has 1000 coins, of which 999 are fair and 1 is double-headed. Pick a coin at random, and toss it 10 times. Given that you see 10 heads, what is the probability that the next toss of that coin is also a head? Give your answer to 3 significant figures.
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Sometimes in probability, making a detailed flowchart helps. This whole calculation could be done with more ease.
Hmm... I'm quite confused.
Does seeing 10 heads come into calculation?
If a fair coin is tossed 10 times and you see head, the probability that you see a heads after that would still be 1/2 wouldn't it?
Also, the coin is picked at random so it wouldn't matter that the coin showed three heads.
I'm really confused. Can someone explain?
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The 10 heads are used to calculate the probabilty of the coin being fair or double-headed.
Let A denote the event that the unbiased coin is chosen. B denote the event that first 10 tosses results in head, and C denote the event that 11th toss results in head. Now, we need to find P(C) observe that P ( C ) = P ( C ∣ A ) P ( A ) + P ( C ∣ A c ) P ( A c ) but since it is given that the event B has occurred, we update P(A) with P(A/B) and P ( A c ) with P ( A c ∣ B ) Thus, P ( C ) = P ( C ∣ A ) P ( A ∣ B ) + P ( C ∣ A c ) P ( A c ∣ B Now, we have P ( A ) = 1 0 0 0 1 ; P ( A c ) = 1 0 0 0 9 9 9 P ( B ∣ A ) = 1 P ( B ∣ A c ) = 2 1 0 1 = 1 0 2 4 1 using bayes theorem P ( A ∣ B ) = P ( B ∣ A ) P ( A ) + P ( B ∣ A c ) P ( A c ) P ( B ∣ A ) P ( A ) P ( A c ∣ B ) = P ( B ∣ A ) P ( A ) + P ( B ∣ A c ) P ( A c ) P ( B ∣ A c ) P ( A c ) A little arithmetic gives P ( A ∣ B ) = 2 0 2 3 1 0 2 4 P ( A c ∣ B ) = 2 0 2 3 9 9 9 using these values on the 2nd equation, and after little more computations we get P ( C ) = 4 0 4 6 3 0 4 7 = 0 . 7 5 3
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We are told that the coin flipped gave 10 heads in a row. P(10 heads)= 1 0 0 0 9 9 9 × ( 2 1 ) 1 0 + 1 0 0 0 1
From this, we can find out the following:
P(fair coin) = 1 0 0 0 9 9 9 × ( 2 1 ) 1 0 + 1 0 0 0 1 1 0 0 0 9 9 9 × ( 2 1 ) 1 0 = 2 0 2 3 9 9 9
P(double headed) = 1 0 0 0 9 9 9 × ( 2 1 ) 1 0 + 1 0 0 0 1 1 0 0 0 1 = 2 0 2 3 1 0 2 4
Knowing this, we can then find out the probability of the next toss of the coin being a head: P(head) = 2 0 2 3 9 9 9 × 2 1 + 2 0 2 3 1 0 2 4 = 4 0 4 6 3 0 4 7