Lesson Upper league problems on conditional probability

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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) ) = %280.95%2A0.05%29%2F0.2375 = 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) = C%5B10%5D%5E8%2A0.5%5E8%2A0.5%5E2 = 45%2A0.5%5E10 = 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) = C%5B10%5D%5E8%2A0.8%5E8%2A0.2%5E2 = 45%2A0.8%5E8%2A0.2%5E2 = 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

    P%28did_study%29%2FP  = %280.5%2A0.301989888%29%2F0.1729676 = 0.8730  (rounded).    ANSWER
        


My other lessons on  Probability  in this section are
    - Probabilistic analysis of a court verdicts
    - A company bids on two separate contracts
    - Advanced probability problems related to combinations
    - Using cumulative sums and relevant standard functions to solve problems on Binomial Distributions
    - Miscellaneous binomial distribution problems
    - Binomial distribution problems on overbooking flights
    - Advanced probability problems on binomial distribution
    - Accepting/rejecting shipments via acceptance procedures
    - Probabilistic analysis of testing procedures in health care
    - Probabilistic analysis of testing procedures in industry
    - Probability problems on games
    - Probability problem on winning a many-rounds game
    - A Math circle level probability problem on a lottery game
    - Upper league entertainment probability problems
    - Upper league probability problems on Stars and Bars methodology
    - Upper league problem to maximize winning in a game with 20-sided rolling die
    - Upper League geometric probability problems
    - Probability problems on long chains of related events
    - Probability problems similar to a coinciding birthdays problem
    - Using empirical rules to determine normal distribution probabilities
    - OVERVIEW of lessons on Probability, section 3


Use this file/link  OVERVIEW of lessons on Probability  to navigate over all my lessons on  Probability problems  (section 1)  in this site.

Use this file/link  OVERVIEW of my additional lessons on Probability  to navigate over all my lessons on additional  Probability problems  (section 2)  in this site.

Use this file/link  ALGEBRA-II - YOUR ONLINE TEXTBOOK  to navigate over all topics and lessons of the online textbook  ALGEBRA-II.



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