dabaobao
Alex tosses a coin four times. On two of the tosses (we don’t know which two), he gets ‘Heads’. What is the probability that he gets ‘Tails’ on other two tosses?
A) 1/4
B) 3/8
C) 1/2
D) 6/11
E) 3/5
TL;DR
P(2 H & 2 T) = (1/4)^2 * 4!/2!2! = 6/16 = 3/8 {Combination: HHTT}
P(0 H) + P(1 H) = (1/2)^2 + (1/2)^4*4C1 = (1/2)^4 (1+4) = 5/16
P(At least 2 H) = 1 - 5/16 = 11/16
Want: P (2 H + 2 T)/P(At least 2 H) = (3/8)/(11/16) = 6/11
Veritas Prep Official Solution
It is but notice that it is also a conditional probability question. You are given that on at least 2 tosses, he got ‘Heads’. Under this condition, you want to find the probability that he got 2 tails i.e. he got 2 heads and 2 tails on his 4 tosses.
Conditional Probability is calculated as given below:
P(A given B) = P(A)/P(B)
Here, we are trying to find the probability that event A happens given that event B happens. To understand this formula, think of it this way:
Say there are a total of 100 cases and event B takes place in 10 cases. Also, event A takes place in 5 of the 10 cases in which event B takes place (A is a more restricted event under event B). Let’s say we know that event B has taken place. This means that one of the 10 cases has occurred. The probability that A has taken place is 5/10 = 1/2 and not 5/100. I hope this makes sense to you. Let me take an example to make this clearer.
GMAT score can take one of 61 values (200/210/220 … 780/790/800). So there are a total of 61 cases. What is the probability that I will score above 700 on GMAT? (well, it should be 100% because otherwise I should not be writing blog posts on GMAT but let’s assume that all the scores are equally likely)
There are 10 possible scores above 700 (710/720/730 … 800). Probability of a score above 700 = 10/61. That is our simple probability that we have been working on till date.
Now, consider this: You know that I scored above 600. How much exactly, you do not know! What will you say is the probability that I scored above 700? (again assuming that all the scores are equally likely)
I did score above 600. Now, what is the probability that I scored above 700? There are 20 possible scores above 600 (610/620/630 … 800). Any of them could have been my score. What is the probability that I actually scored above 700? It is 10/20. The event that I scored more than 700 is event A. It is more restrictive than event B i.e. the event that I scored more than 600. Given that event B took place i.e. I scored above 600, the probability that event A took place i.e. I scored above 700 is P(Score above 700)/P(Score above 600). This is conditional probability.
I hope you see the difference between probability and conditional probability.
Let’s go back to the original question now.
We want to find this probability: P(‘2 Heads and 2 Tails’ given ‘At least 2 Heads’) = P(2 Heads and 2 Tails)/P(At least 2 Heads)
We can easily find P(2 Heads and 2 Tails) and P(At least 2 Heads) since we are comfortable with the concepts of binomial probability! (right?)
P(2 Heads and 2 Tails) = (1/2)*(1/2)*(1/2)*(1/2) * 4!/(2!*2!) = 3/8
You multiply by 4!/(2!*2!) because out of the four tosses, any 2 could be heads and the other two would be tails. So you have to account for all arrangements: HHTT, HTHT, TTHH etc
P(Atleast 2 Heads) = P(2 Heads and 2 Tails) + P(3 Heads, 1 Tails) + P(4 Heads)
Let me remind you here that we can also find P(Atleast 2 Heads) in the reverse way like this:
P(Atleast 2 Heads) = 1 – [P(4 Tails) + P(3 Tails, 1 Heads)]
Let me show you the calculations involved in both the methods.
P(2 Heads and 2 Tails) = 3/8 (calculated above)
P(3 Heads, 1 Tails) = (1/2)*(1/2)*(1/2)*(1/2) * 4!/3! = 1/4
We multiply by 4!/3! to account for all arrangements e.g. HHHT, HHTH etc
P(4 Heads) = (1/2)*(1/2)*(1/2)*(1/2) = 1/16
P(Atleast 2 Heads) = 3/8 + 1/4 + 1/16 = 11/16
OR
P(4 Tails) = (1/2)*(1/2)*(1/2)*(1/2) = 1/16
P(3 Tails, 1 Heads) = (1/2)*(1/2)*(1/2)*(1/2) * 4!/3! = 1/4
P(Atleast 2 Heads) = 1 – (1/16 + 1/4) = 11/16
As expected, the value of P(Atleast 2 Heads) is the same using either method.
P(‘2 Heads and 2 Tails’ given ‘At least 2 Heads’) = P(2 Heads and 2 Tails)/P(At least 2 Heads) = (3/8)/(11/16) = 6/11
Notice here that you can ignore all the (1/2)s since in every case, you get (1/2)*(1/2)*(1/2)*(1/2) because Heads and Tails have equal probability. You can simply solve this question using this method:
No of arrangements with 2 Heads and 2 Tails = 4!/(2!*2!) = 6
No of arrangements with 3 Heads and 1 Tails = 4!/3! = 4
No of arrangements with 4 Heads = 4!/4! = 1
No of arrangements with at least 2 Heads = 6 + 4 + 1 = 11
P(‘2 Heads and 2 Tails’ given ‘At least 2 Heads’) = 6/11
Out of the total number of arrangements of ‘At least 2 Heads’ (which is 11), only 6 are such that you get 2 Heads and 2 Tails.