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Browse exam-wise, subject-wise, and country-wise MCQs with explanations.
Choose an option to check your answer.
A.
With small tick marks on the survival curve
B.
With bars extending below zero
C.
With cluster centroids
D.
With histogram bin boundaries
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Correct Answer: A. With small tick marks on the survival curve
Explanation:
Tick marks indicate times when observation ended without the event.
They help viewers assess where the curve is supported by censored data.
Choose an option to check your answer.
A.
Repeated measurements of the same predictor
B.
Two chart colors representing one category
C.
Independent random-number seeds
D.
Different event types where occurrence of one prevents the event of interest
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Correct Answer: D. Different event types where occurrence of one prevents the event of interest
Explanation:
For example, death from another cause can prevent observing disease recurrence.
Ordinary survival methods may misstate event probabilities when competing risks are ignored.
Choose an option to check your answer.
A.
Only subjects who already experienced the event
B.
All people in the target population
C.
Subjects still under observation and event-free just before that time
D.
Subjects with missing predictor values only
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Correct Answer: C. Subjects still under observation and event-free just before that time
Explanation:
Kaplan-Meier calculations use those who could still experience the event.
Events and censoring reduce the risk set over time.
Choose an option to check your answer.
A.
The highest observed event time
B.
The time at which estimated survival reaches 0.5
C.
The average censoring time
D.
The first time survival reaches 1
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Correct Answer: B. The time at which estimated survival reaches 0.5
Explanation:
Median survival divides the estimated survival distribution in half.
It may be undefined if the curve never falls to 0.5.
Choose an option to check your answer.
A.
The instantaneous event rate among subjects still at risk
B.
The cumulative proportion surviving
C.
The sample variance of time
D.
The number of censored subjects only
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Correct Answer: A. The instantaneous event rate among subjects still at risk
Explanation:
Hazard concerns the immediate rate of event occurrence conditional on survival so far.
It is related to, but not identical with, event probability.
Choose an option to check your answer.
A.
The probability of an event exactly at time zero
B.
The mean number of clusters
C.
The cumulative probability below a numeric predictor
D.
The probability of surviving beyond time t
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Correct Answer: D. The probability of surviving beyond time t
Explanation:
S(t) equals the probability that event time T is greater than t.
It starts near one and does not increase over time.
Choose an option to check your answer.
A.
A normal probability density
B.
A k-means centroid
C.
The survival function over time
D.
The covariance matrix
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Correct Answer: C. The survival function over time
Explanation:
Kaplan-Meier uses observed events and risk sets to estimate survival probabilities.
The resulting curve is a descending step function.
Choose an option to check your answer.
A.
The event occurred before observation began
B.
The event has not occurred by the last observed time
C.
The event time is known exactly
D.
The event can occur only on the right side of a graph
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Correct Answer: B. The event has not occurred by the last observed time
Explanation:
Right-censored observations provide a lower bound on event time.
They remain part of the risk information up to their censoring time.
Choose an option to check your answer.
A.
The exact event time is not fully observed for some subjects
B.
The event occurs at time zero for everyone
C.
All observations are removed
D.
The response is measured without error
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Correct Answer: A. The exact event time is not fully observed for some subjects
Explanation:
Censoring preserves partial information about event timing.
A censored subject may be known to survive beyond a recorded time.
Choose an option to check your answer.
A.
Only a continuous predictor's mean
B.
The number of histogram bins
C.
A cluster centroid
D.
Time until an event occurs
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Correct Answer: D. Time until an event occurs
Explanation:
Survival analysis models durations such as time to failure, recovery, or death.
It is designed to handle incomplete event times.
Choose an option to check your answer.
A.
Chronological splitting guarantees normal residuals
B.
Random splitting changes variable names
C.
Random splitting can leak future information into model training
D.
Time series contain no independent values
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Correct Answer: C. Random splitting can leak future information into model training
Explanation:
Forecasting should mimic using past data to predict later periods.
Training on future observations would produce an unrealistically optimistic evaluation.
Choose an option to check your answer.
A.
Only historical maximum values
B.
Prediction intervals showing uncertainty
C.
A pie chart of residuals
D.
A single p-value without context
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Correct Answer: B. Prediction intervals showing uncertainty
Explanation:
Future outcomes are uncertain even when a central forecast is available.
Prediction intervals communicate how uncertainty typically grows with horizon.