Mutual independence includes all pairwise independence conditions. Pairwise independence alone does not guarantee independence of all three events together.
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33Two fair coins are tossed. Let be the event that the first coin is heads, that the second coin is heads, and that both coins show the same result. How are , , and related?
Mutually and pairwise independent events
Medium
A.They are neither pairwise nor mutually independent.
B.They are mutually independent but not pairwise independent.
C.They are pairwise independent but not mutually independent.
D.They are mutually independent and pairwise independent.
Correct Answer: They are pairwise independent but not mutually independent.
Explanation:
Every pair has intersection probability , equal to the product of their probabilities. However, , so they are not mutually independent.
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34Events , , and satisfy , every pairwise intersection has probability , and . Which conclusion follows?
Mutually and pairwise independent events
Medium
A.The events are pairwise independent only.
B.The events are conditionally dependent.
C.The events are mutually independent.
D.The events are mutually exclusive.
Correct Answer: The events are mutually independent.
Explanation:
The pairwise intersections equal the corresponding probability products, and the triple intersection equals .
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35Three independent components operate successfully with probabilities , , and . What is the probability that all three operate successfully?
Multiplication theorem of probability for independent events
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
For independent events, multiply their probabilities: .
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36Three independent experiments have success probabilities , , and . What is the probability of at least one success?
Multiplication theorem of probability for independent events
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The probability of no successes is . Therefore, the probability of at least one success is .
Incorrect! Try again.
37Factory 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 ?
Bayesâ theorem
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
By Bayes' theorem, .
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38A condition affects of a population. A test has sensitivity and specificity . If a person tests positive, what is the probability that the person has the condition?
Bayesâ theorem
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
The positive contributions are from affected people and from unaffected people. Thus, the probability is .
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39One of two urns is selected with equal probability. Urn contains red and blue ball, while urn contains red and blue balls. A selected ball is red. What is the probability that urn was chosen?
Bayesâ theorem
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
By Bayes' theorem, .
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40A code consists of three letters followed by three digits. Repetition is allowed. How many codes contain at least one even digit, where is considered even?
Counting Sample Points
Medium
A.
B.
C.
D.
Correct Answer:
Explanation:
There are letter sequences. Of the digit sequences, contain only odd digits. Thus, the count is .
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41Events , , and satisfy , , , , , , and . What is the probability that exactly one of the events occurs?
Elements of Set Theory
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The probability of exactly one event is .
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42Let and define , , and . How many sets belong to the -algebra ?
Elements of Set Theory
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The membership patterns in , , and distinguish all eight sample points, producing eight atoms. Every union of these atoms is measurable, so .
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43On , suppose the probability measure satisfies for . What is ?
Sample Space and Probability Measure
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The interval has probability . The remaining set is countable, and every singleton has probability zero, so it contributes zero.
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44Let in . An assignment claims that for every . Which probability-measure property shows that this assignment is impossible?
Sample Space and Probability Measure
Hard
A.Finite additivity on disjoint event pairs
B.Continuity from below for probability measures
C.Continuity from above for probability measures
D.Monotonicity under event-set inclusion
Correct Answer: Continuity from above for probability measures
Explanation:
The events decrease to the empty set, so continuity from above requires . The proposed probabilities instead converge to .
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45Independent events and satisfy and . What are and ?
Statistical Independence
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Subtracting the symmetric-difference equation from the union equation gives . The equations then give , whose only valid solution is .
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46Independent events and satisfy and , where . Find .
Here , so and . Thus the required probability is .
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48Events and satisfy , , and . Find .
Conditional Probability
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
If , then and . Hence , so .
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49How many distinct arrangements of the letters in MISSISSIPPI contain no two occurrences of the letter I adjacent?
Counting Sample Points
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Arrange the seven non-I letters in ways. They create eight gaps, of which four are selected for the four I's, giving .
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50How many five-card hands from a standard 52-card deck contain cards from exactly two suits, with both selected suits represented?
Counting Sample Points
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Choose the two suits in ways. From their 26 cards choose five, then exclude the two cases in which all five cards come from only one selected suit.
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51How many onto functions from a seven-element labeled set to a four-element labeled set have exactly one codomain element with a preimage of size four?
Counting Sample Points
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Choose the codomain element with four preimages in ways and its preimages in ways. The remaining three elements map bijectively in ways, giving .
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52Two fair coins are tossed. Let be the event that the first coin is heads, that the second coin is heads, and that exactly one coin is heads. Which statement is correct?
Mutually and pairwise independent events
Hard
A.They are pairwise but not mutually independent
B.Only the events and are independent
C.The three events are mutually independent
D.No pair among the three events is independent
Correct Answer: They are pairwise but not mutually independent
Explanation:
Every pair has intersection probability , equal to the product of its marginal probabilities. However, , whereas .
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53Events , , and are pairwise independent and each has probability . What is the complete possible range of ?
Mutually and pairwise independent events
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Writing , the eight atomic probabilities reduce to either or . Nonnegativity therefore gives , and every value in this interval is feasible.
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54Events , , and are pairwise independent, with . What is the smallest possible value of ?
Mutually and pairwise independent events
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
If , then . Nonnegativity requires , and the remaining atoms are nonnegative when .
Incorrect! Try again.
55A system has four mutually independent components with working probabilities , , , and . The system works if at least three components work. What is its reliability?
Multiplication theorem of probability for independent events
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The probability all four work is . The four probabilities for exactly one failure sum to , giving .
Incorrect! Try again.
56Let be mutually independent events with . If , what is the probability that exactly one of these events occurs?
Multiplication theorem of probability for independent events
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The probability that none occurs is . For event alone, multiply this by the odds ratio , then sum over .
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57A disease has prevalence . A test has sensitivity and specificity . Two test outcomes are conditionally independent given disease status. What is the probability of disease after two positive results?
Bayesâ theorem
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Bayes' theorem gives .
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58A coin is selected with equal prior probability from a fair coin and a coin whose head probability is . After observing the sequence H, T, H, what is the predictive probability that the next toss is H?
Bayesâ theorem
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The sequence likelihoods are and , so the posterior probabilities of the biased and fair coins are and . The prediction is .
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59One of three boxes is selected uniformly. Box A contains four red and two blue balls, Box B contains three red and three blue balls, and Box C contains two red and four blue balls. Two balls are drawn without replacement and appear red then blue. What is the posterior probability that Box B was selected?
Bayesâ theorem
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
The likelihoods of red then blue are , , and . Equal priors cancel, so the posterior for Box B is .
Incorrect! Try again.
60A positive-integer-valued random variable has for . For a positive integer , what is ?
Sample Space and Probability Measure
Hard
A.
B.
C.
D.
Correct Answer:
Explanation:
Since , the tail telescopes to . Therefore the conditional probability is .
Incorrect! Try again.
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