This Lesson (Upper league problems on conditional probability) was created by by ikleyn(52754): View Source, Show About ikleyn:
Upper league problems on conditional probability
Problem 1
People who drink more than 5 drinks in a week are likely to develop cirrhosis of liver 95% of time,
whereas people who drink 5 or fewer drinks per week develop cirrhosis of the liver 20% of the time.
About 5% of the population has more than 5 drinks in a week.
If you learn that a person has cirrhosis, what are the probability that they drink more than 5 drinks in a week?
Solution
In this problem, we have these conditional probabilities given (in shorten form)
(C stands for cirrhosis; ds stands for drinks)
(a) P(C | has > 5 ds ) = 0.95;
(b) P(C | (has <= 5 ds ) = 0.2;
(c) P(has > 5 ds) = 0.05 ( which implies P(has <= 5 ds) = 0.95 ).
They want you find P(has > 5 drinks | C).
From (a) we have P(C and has > 5 ds) = 0.95*0.05; (1)
From (b) we have P(C and has <= 5 ds) = 0.2*0.95. (think WHY it is so !)
It implies P(C) = P(C and has > 5 ds) + P(C and has <= 5 ds) = 0.95*0.05 + 0.2*0.95 = 0.2375. (2)
Now the final calculation is
P(C and has > 5 ds)
P(has > 5 drinks | C) = ----------------------- = (from (1) and (2) ) = = 0.2 (rounded). ANSWER
P(C)
Problem 2
Suppose that an exam has 10 True or False questions. Suppose that a student who doesn’t study has a 50% chance
of answering any given question correctly, while a student who does study has an 80% chance of answering any given
question correctly. Only half of all students study for the exam. What is the probability that Alice studied for the exam
given that she answered exactly 8 questions correctly?
Solution
This problem is to determine the conditional probability.
If a student did not study the subject, the probability for him to answer 8 of 10
questions correctly is
P(did not study) = = = 0.043945313
(the standard formula for the binomial distribution).
If a student did study the subject, the probability for him to answer 8 of 10
questions correctly is
P(did study) = = = 0.301989888
(the standard formula for the binomial distribution).
Thus the probability for a random student to answer 8 of 10 questions is
P = 0.5*P(did not study) + 0.5*(did study) = 0.5*0.043945313 + 0.5*0.301989888 = 0.1729676.
We use the weights 0.5, because Only half of all students study for the exam.
Therefore, the conditional probability that Alice studied for exam given that she answered correctly 8 questions is
= = 0.8730 (rounded). ANSWER