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In the present case, the additional amount of uncertainty using the
Bootstrap procedure is relatively small. It can, however, make an important
difference, especially in situations with relatively few data. Recognizing the
uncertain linear relationship produces an 80% condence interval for the
sales prediction ranging from around 10.9 to 16.2.
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5.9 Multiple Regression Models
The methods used in the Advertising–Sales model are readily generalized to
models that have a number of independent X variables. We will not provide
a complete analysis here, but in order to illustrate the appropriate Excel func- ...