In: Statistics and Probability
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Stat
(1)
An insurance company believes that people can be divided into
two classes: those who are an accident prone and those who are not.
The company’s statistics show that an accident-prone person will
have an accident at some time within a fixed 1-year period with
probability .4, whereas this probability decreases to .2 for a
person who is not accident-prone.
(i) If we assume that 30 percent of the population is accident
prone, what is the probability that a new policyholder will have an
accident within a year of purchasing a policy?
(ii) Suppose that a new policyholder has an accident within a year
of purchasing a policy. What is the probability that he or she is
accident-prone?
(2)
Two boxes containing marbles are placed on a table. The boxes
are labeled B1 and B2. Box B1 contains 7 green marbles and 4 white
marbles. Box B2 contains 3 green marbles and 10 yellow marbles. The
boxes are arranged so that the probability of selecting box B1 is
1/3 and the probability of selecting box B2 is 2/3 FATIMAH is
blindfolded and asked to select 3 marbles. She will win a color TV
if she selects a green marble.
(i) What is the probability that FATIMAH will win the TV (that is,
she will select a green marble)?
(ii) If FATIMAH wins the color TV, what is the probability that the
green marble was selected from the first box?
(3)
One-half percent of the population has CORONA Virus. There is a
test to detect CORONA. A positive test result is supposed to mean
that you have CORONA but the test is not perfect. For people with
CORONA, the test misses the diagnosis 2% of the times. And for the
people without CORONA, the test incorrectly tells 3% of them that
they have CORONA.
(i) What is the probability that a person picked at random will
test positive?
(ii) What is the probability that you have CORONA given that your
test comes back positive?
(4)
A device is composed of two components, A and B, subject to
random failures. The components are connected in parallel and,
consequently, the device is down only if both components are down.
The two components are not independent. We estimate that the
probability of:
a failure of component A is equal to 0.2;
a failure of component B is equal to 0.8 if component A is
down;
a failure of component B is equal to 0.4 if component A is
active.
(a)
Calculate the probability of a failure
(i) of component A if component B is down
(ii) of exactly one component
(b)
In order to increase the reliability of the device, a third
component, C, is added in such a way that components A, B, and C
are connected in parallel. The probability that component C breaks
down is equal to 0.2, independently of the state (up or down) of
components A and B. Given that the device is active, what is
the
probability that component C is down?
Solution :
1)
i) Let,
Probability of finding a person who is accident prone P(A) = 0.30
Probability of finding a person who is not accident prone P(B) = 1 - 0.30 = 0.70
Probability of given person is accident prone and that he will face accident in certain period P(X) = 0.40
Probability of given person is not accident prone and that he will face accident in certain period P(Y) = 0.20
Probability that a new policyholder will have an accident within a year of purchasing a policy = P(Z)
Therefore,
P(Z) = P(A)*P(X) + P(B)*P(Y)
= 0.30*0.40 + 0.70*0.20
P(Z) = 0.26 = 26%
ii) Probability that policy holder is accident-prone = P(M)
Therefore,
P(M) = (P(A)*P(X))/ P(Z)
= (0.30*0.40)/ 0.26
P(M) = 0.4615 = 46.15%
2)
i) Given :
Box B1 contains 7 green and 4 white marbles = 11 marbles
Box B2 contains 3 green and 10 yellow marbles = 13 marbles
Probability of selecting Box B1 is 1/3 i.e. P(B1) = 1/3
Probability of selecting Box B2 is 1/3 i.e. P( B2) = 2/3
Let,
the probability that FATIMAH will win the TV (that is, she will select a green marble) = P(A)
Therefore,
P(A) = P(A/B1)*P(B1) + P(A/B2)*P(B2)
= (7/11)*(1/3) + (3/13)*(2/3)
P(A) = 0.3660 = 36.60%
ii)
Box B1 contains 7 green and 4 white marbles = 11 marbles
Probability of green marble drawn for Box B1 = P(G) = 7/11
Probability of selecting Box B1 is 1/3 i.e. P(B1) = 1/3
Let,
Probability of Box B1 and Green marble = P(X)
Therefore,
P(X) = P(G)*P(B1)
= (7/11) * (1/3)
P(X) = 0.2120 = 21.20%