Suppose that each setting xi of the independent variables in a simple least squares problem is duplicated, yielding two independent observations Yi1 , Yi2. Is it true that the least squares estimates of the intercept and slope can be found by doing a regression of the mean responses of each pair of duplicates, on the xi? Why or why not?
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