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Consider the following population: {2, 3, 3, 4, 4}. The value of m is 3.2, but suppose that this is not known to an investigator, who therefore wants to estimate m from sample data. Three possible statistics for estimating m are

Statistic 1: the sample mean, x

Statistic 2: the sample median

Statistic 3: the average of the largest and the small- est values in the sample

A random sample of size 3 will be selected without re- placement. Provided that we disregard the  order  in which the observations are selected, there are 10 possible samples that might result (writing 3 and 3*, 4 and 4* to distinguish the two 3's and the two 4's in the population):

2, 3, 3*    2, 3, 4      2, 3, 4*    2, 3*, 4    2, 3*, 4*

2, 4, 4*    3, 3*, 4    3, 3*, 4*   3, 4, 4*    3*, 4, 4*

For each of these 10 samples, compute Statistics 1, 2, and 3. Construct the sampling distribution of each of these statistics. Which statistic would you recommend for estimating m and why?

Statistics and Probability, Statistics

  • Category:- Statistics and Probability
  • Reference No.:- M91726001

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