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May 25'23
Exercise
Determine which of the following statements about prediction is true.
- Each of several candidate regression models must produce the same prediction.
- When making predictions, it is assumed that the new observation follows the same model as the one used in the sample.
- A point prediction is more reliable than an interval prediction.
- A wider prediction interval is more informative than a narrower prediction interval.
- A prediction interval should not contain the single point prediction.
May 26'23
Key: B
A is false because different models are likely to produce different results.
B is true because using the fitted model implies that this model continues to apply.
C is false as there is no easy way to compare reliability of the two approaches.
D is false in that a narrower interval provides more useful information about the true value.
E is false in that the interval contains the most likely values with the point prediction being the single most likely point.