A.A complete list containing only impossible outcomes
B.A fixed value that never depends on an experiment
C.A numerical value assigned to each outcome of a random experiment
D.A numerical procedure that always produces the same outcome under every condition
Correct Answer: A numerical value assigned to each outcome of a random experiment
Explanation:
A random variable assigns a numerical value to every outcome in the sample space.
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2Which of the following is a discrete random variable?
random variables
Easy
A.The number of heads in five coin tosses
B.The exact time required to finish a race
C.The exact height of a student
D.The temperature measured continuously throughout an entire day
Correct Answer: The number of heads in five coin tosses
Explanation:
The number of heads can take only the countable values , so it is discrete.
Incorrect! Try again.
3In a discrete uniform distribution, how are the probabilities of the possible outcomes related?
uniform distribution
Easy
A.All outcomes have equal probability
B.Earlier outcomes have higher probability
C.Later outcomes have higher probability
D.Each outcome has a probability determined by its distance from the mean
Correct Answer: All outcomes have equal probability
Explanation:
A discrete uniform distribution assigns the same probability to every possible outcome.
Incorrect! Try again.
4A fair six-sided die follows a discrete uniform distribution. What is the probability of rolling a ?
uniform distribution
Easy
A.
B.
C.
D. because the desired face is labeled with the number
Correct Answer:
Explanation:
A fair die has six equally likely outcomes, so the probability of any particular face is .
Incorrect! Try again.
5What is the usual shape of a normal distribution?
normal distribution
Easy
A.Strictly decreasing
B.Irregular and strongly skewed toward both ends of the horizontal axis
C.Bell-shaped and symmetric
D.Flat and rectangular
Correct Answer: Bell-shaped and symmetric
Explanation:
A normal distribution has a symmetric, bell-shaped probability density curve.
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6For a normal distribution, which statement about the mean, median, and mode is correct?
normal distribution
Easy
A.They are equal
B.They are always different because each measures a separate feature of the data
C.The mode is smallest
D.The mean is largest
Correct Answer: They are equal
Explanation:
Because a normal distribution is symmetric and unimodal, its mean, median, and mode are equal.
Incorrect! Try again.
7The exponential distribution is commonly used to model which type of quantity?
exponential distribution
Easy
A.Waiting time between events
B.Number of events in an interval
C.Outcome of a single coin toss
D.The categories assigned to observations in a nonnumerical survey
Correct Answer: Waiting time between events
Explanation:
The exponential distribution commonly models the waiting time between independent events occurring at a constant average rate.
Incorrect! Try again.
8The Poisson distribution is commonly used to model what?
Poisson distribution
Easy
A.The continuously measured heights of all people in a large population
B.The number of events in a fixed interval
C.The outcomes of a fair die
D.The waiting time until one event
Correct Answer: The number of events in a fixed interval
Explanation:
A Poisson random variable counts events occurring in a fixed interval of time, area, or space.
Incorrect! Try again.
9If has a Poisson distribution with parameter , what is its mean?
Poisson distribution
Easy
A.
B., provided that the events occur independently
C.
D.
Correct Answer:
Explanation:
For a Poisson distribution with parameter , the mean is .
Incorrect! Try again.
10Which condition is required for a binomial experiment?
binomial distribution
Easy
A.Each trial must produce a continuous measurement from a symmetric distribution
B.The number of trials must be unlimited
C.Each trial has two possible outcomes
D.The trials must have unequal probabilities
Correct Answer: Each trial has two possible outcomes
Explanation:
Each trial in a binomial experiment has two outcomes, commonly called success and failure.
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11What is the mean of a binomial distribution with parameters and ?
binomial distribution
Easy
A.
B.
C.
D., which is also commonly used as the formula for its variance
Correct Answer:
Explanation:
For , the mean is .
Incorrect! Try again.
12What is the arithmetic mean of the values ?
mean
Easy
A.
B., obtained by adding the values without dividing by their number
C.
D.
Correct Answer:
Explanation:
The mean is .
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13Which formula gives the arithmetic mean of observations ?
mean
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
The arithmetic mean equals the sum of all observations divided by the number of observations.
Incorrect! Try again.
14What is the median of the ordered data set ?
median
Easy
A.
B.
C., because this value is obtained by adding every observation in the set
D.
Correct Answer:
Explanation:
The median is the middle value of an ordered data set, which is here.
Incorrect! Try again.
15What is the mode of the data set ?
mode
Easy
A., because it is the greatest observation appearing in the data set
B.
C.
D.
Correct Answer:
Explanation:
The mode is the value that occurs most frequently. The value appears twice.
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16What does a small standard deviation indicate?
standard deviation
Easy
A.The values are far from the mean
B.Every value is greater than the mean by exactly the same positive amount
C.The mean is necessarily zero
D.The values are close to the mean
Correct Answer: The values are close to the mean
Explanation:
A small standard deviation means that the observations have relatively little spread around the mean.
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17Which notation represents the probability of event given that event has occurred?
conditional probability
Easy
A.
B.
C.
D., which instead reverses the condition and the event of interest
Correct Answer:
Explanation:
The notation means the conditional probability of given .
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18If and , what is ?
conditional probability
Easy
A.
B.
C.
D., found by adding the intersection probability to the probability of
Correct Answer:
Explanation:
Using , we get .
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19What is Bayes theorem mainly used to calculate?
Bayes theorem
Easy
A.The number of equally likely outcomes in every possible random experiment
B.The spread of observations
C.The average of a data set
D.A reversed conditional probability
Correct Answer: A reversed conditional probability
Explanation:
Bayes theorem uses known probabilities to calculate a conditional probability in the reverse direction.
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20Which formula correctly states Bayes theorem when ?
Bayes theorem
Easy
A.
B.
C.
D.
Correct Answer:
Explanation:
Bayes theorem is for .
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21A discrete random variable takes values , , and with probabilities , , and , respectively. If , what is ?
random variables
Medium
A.
B., because the largest value of is used
C.
D.
Correct Answer:
Explanation:
. Therefore, .
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22A random variable is uniformly distributed on . What is ?
uniform distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Given , the possible interval is . The favorable interval is , so the probability is .
Incorrect! Try again.
23Test scores are normally distributed with mean and standard deviation . Approximately what percentage of scores lie between and ?
normal distribution
Medium
A., using the interval within two standard deviations
B.
C.
D.
Correct Answer:
Explanation:
The bounds correspond to and . For a standard normal variable, .
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24The lifetime of a component is exponentially distributed with a mean of years. Given that it has already lasted years, what is the probability that it lasts at least more years?
exponential distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The rate is . By the memoryless property, the probability is .
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25Calls arrive at a help desk according to a Poisson distribution with a mean of calls per hour. What is the probability of receiving exactly calls in the next hour?
Poisson distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
Using gives .
Incorrect! Try again.
26A basketball player makes a free throw with probability . If she takes independent free throws, what is the probability that she makes exactly ?
binomial distribution
Medium
A.
B.
C.
D., obtained by multiplying only the success probabilities
Correct Answer:
Explanation:
.
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27The mean of observations is . If an observation equal to is replaced by , what is the new mean?
mean
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The original total is . The new total is , so the new mean is .
Incorrect! Try again.
28The ordered data set is . A number is added, and the median of the resulting seven values is . What must be?
median
Medium
A.
B., since it was the upper middle value before insertion
C.
D.
Correct Answer:
Explanation:
With seven observations, the median is the fourth ordered value. To make that value , the inserted number must be .
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29The values have frequencies , respectively. If there are observations and is the unique mode, what is ?
mode
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The frequencies total , so , giving . Since is the largest frequency, is the unique mode.
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30A random variable has standard deviation . If , what is the standard deviation of ?
standard deviation
Medium
A.
B.
C., after including both the multiplier and the added constant
D.
Correct Answer:
Explanation:
Adding a constant does not affect standard deviation. Multiplication by scales it by , so .
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31Two cards are drawn without replacement from a standard -card deck. Given that the first card is an ace, what is the probability that the second card is also an ace?
conditional probability
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
After one ace is drawn, aces remain among cards. Thus the probability is .
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32A disease affects of a population. A test has sensitivity and a false-positive rate of . If a person tests positive, what is the approximate probability that the person has the disease?
Bayes theorem
Medium
A., because this is the stated sensitivity of the test
B.
C.
D.
Correct Answer:
Explanation:
By Bayes theorem, the probability is .
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33A random variable takes values , , and with probabilities , , and . What is ?
random variables
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
and . Hence .
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34A continuous random variable is uniformly distributed on and has mean . What is ?
uniform distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
For a uniform distribution, , so . Therefore, .
Incorrect! Try again.
35Package weights are normally distributed with mean g and standard deviation g. Using , what weight marks the th percentile?
normal distribution
Medium
A. g
B. g
C. g
D. g, after treating the percentile value as a percentage increase
Correct Answer: g
Explanation:
The percentile is g.
Incorrect! Try again.
36The waiting time in hours follows an exponential distribution with rate . What is ?
exponential distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
For an exponential variable, .
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37Printing errors occur at an average rate of per hour according to a Poisson process. What is the probability of at least one error during a -minute period?
Poisson distribution
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
In hours, the mean number is . Thus .
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38Each manufactured item is defective with probability , independently of the others. What is the probability that at least one of items is defective?
binomial distribution
Medium
A.
B.
C., which represents exactly one defective item
D.
Correct Answer:
Explanation:
The complement of at least one defective item is no defective items. Therefore, the probability is .
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39For events and , suppose , , and . Which statement is correct?
conditional probability
Medium
A. and are independent
B. and are mutually exclusive
C., so both events have equal probabilities
D.
Correct Answer: and are independent
Explanation:
Since , the events are independent.
Incorrect! Try again.
40Factory produces of a company's items and has a defect rate of . Factory produces and has a defect rate of . Given that an item is defective, what is the probability it came from factory ?
Bayes theorem
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
By Bayes theorem, .
Incorrect! Try again.
41The joint density of continuous random variables and is for , and otherwise. What is ?
random variables
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Normalization gives . Therefore, .
Incorrect! Try again.
42Let be independent uniform random variables on . Given that , what is the expected sample range?
uniform distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Conditionally, the variables are i.i.d. uniform on . For three uniform observations on an interval of length , the expected range is .
Incorrect! Try again.
43Let and be independent standard normal variables. Define and . What is ?
normal distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The conditional distribution is . Standardizing at gives .
Incorrect! Try again.
44Let and be independent, where the parameters are rates. What is ?
exponential distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Given that is the first competing exponential time, its conditional distribution is exponential with rate . Hence its conditional mean is .
Incorrect! Try again.
45Let and be independent. For a positive integer , what is ?
Poisson distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Conditionally, and . Its squared mean contribution is , while its variance is .
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46If , what is ?
binomial distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The even values are . Their total probability is , and . The conditional mean is therefore .
Incorrect! Try again.
47A nonnegative integer-valued random variable satisfies for every integer . What is ?
mean
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Using the tail-sum formula, .
Incorrect! Try again.
48A continuous random variable has density for , and otherwise. What is its unique median?
median
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
For , . Setting gives , whose valid root is .
Incorrect! Try again.
49Let and define . What is the unique mode of ?
mode
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The probabilities for are respectively , , and . Thus has the greatest probability.
Incorrect! Try again.
50Group A has observations with mean and population standard deviation . Group B has observations with mean and population standard deviation . What is the population standard deviation of the combined group?
standard deviation
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The combined mean is . Combining within-group variance and between-group variation gives variance , so the standard deviation is .
Incorrect! Try again.
51Two cards are drawn uniformly without replacement from a standard -card deck. Given that at least one card is an ace, what is the probability that both cards are aces?
conditional probability
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
There are pairs containing at least one ace and pairs of aces. The probability is .
Incorrect! Try again.
52A disease has prevalence . Two tests are conditionally independent given disease status. Their sensitivities are and , and their specificities are and , respectively. Given that exactly one test is positive, what is the probability of disease?
Bayes theorem
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The probability of exactly one positive is under disease and without disease. Bayes' theorem gives .
Incorrect! Try again.
53Suppose , , and . What is ?
random variables
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Using the variance formula, .
Incorrect! Try again.
54Let and be independent uniform random variables on . What is ?
uniform distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The conditioning region is the upper triangle of area . Integrating over it gives , so the conditional expectation is .
Incorrect! Try again.
55Let and be independent standard normal variables. What is ?
normal distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
and are jointly normal with zero covariance, so they are independent. Since , its fourth moment is .
Incorrect! Try again.
56Let and be independent. What is ?
exponential distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Given , the residual time has the exponential distribution with rate by memorylessness. Thus the required probability is .
Incorrect! Try again.
57Let . Each of the events is independently accepted with probability . If is the number accepted, what is ?
Poisson distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Poisson splitting makes accepted and rejected counts independent variables. Given , requires exactly three rejected events, with probability .
Incorrect! Try again.
58A binomial random variable satisfies and . What is ?
binomial distribution
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The probability ratio gives , so . Combining this with yields and , hence the variance is .
Incorrect! Try again.
59Three components operate independently with probabilities , , and , respectively. Given that exactly two components operate, what is the probability that operates?
conditional probability
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The probability that exactly two operate and include is . The total probability of exactly two operating is , giving .
Incorrect! Try again.
60One of two coins is selected with equal prior probability. Coin I has head probability , while Coin II has head probability . The first head occurs on the third toss. What is the posterior probability that Coin II was selected?
Bayes theorem
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The observation has likelihood for Coin I and for Coin II. With equal priors, the posterior probability of Coin II is .
Incorrect! Try again.
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