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Assume that 12=蟽22=蟽2. Calculate the pooled estimator 2 for each of the following cases:

a.s12=120,s22=100,n1=n2=25

b.s12=12,s22=20,n1=20,n2=10

c.s12=.15,s22=.20,n1=6,n2=10

d.s12=3000,s22=2500,n1=16,n2=17

Note that the pooled estimate is a weighted average of the sample variances. To which of the variances does the pooled estimate fall nearer in each of the above cases?

Short Answer

Expert verified

An estimate is derived from the combination of data from two or more separate samples from groups thought to have a similar mean.

Step by step solution

01

Step-by-Step Solution Step 1: Definition of the pooled estimator.

The pooled estimatoris an estimate obtained by combining information from two or more independent samples taken from populations believed to have the same mean. The pooled variance is a way to estimate common variance.

The formula to find pooled estimator of the variance of two samples is:

sp2=(n11)s12+(n21)s22n1+n22

02

(a) Calculate a pooled estimate of variance.

It is given that s12=120,s22=100,andn1=n2=25

sp2=(251)120+(251)10025+252=2880+240048=110

Therefore, the pooled estimate of variance lies between s12=120ands22=100.

03

(b) Calculate a pooled estimate of variance.

It is given that s12=12,s22=20,n1=20,andn2=10

sp2=(201)12+(101)2020+102=228+18028=14.57

Therefore, the pooled estimate of variance lies betweens12=12ands22=20 .

04

(c) Calculate a pooled estimate of variance.

It is given thats12=0.15,s22=0.20,n1=6,andn2=10

sp2=(61)0.15+(101)0.206+102=0.75+1.814=0.18

Therefore, the pooled estimate of variance lies betweens12=0.15ands22=0.20.

05

(d) Calculate a pooled estimate of variance.

It is given thats12=3000,s22=2500,n1=16,andn2=17

sp2=(161)3000+(171)250016+172=45000+4000031=2742

Therefore, the pooled estimate of variance lies betweens12=3000ands22=2500

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Most popular questions from this chapter

The 鈥渓ast name鈥 effect in purchasing. The Journal of Consumer Research (August 2011) published a study demonstrating the 鈥渓ast name鈥 effect鈥攊.e., the tendency for consumers with last names that begin with a later letter of the alphabet to purchase an item before consumers with last names that begin with earlier letters. To facilitate the analysis, the researchers assigned a number, x, to each consumer based on the first letter of the consumer鈥檚 last name. For example, last names beginning with 鈥淎鈥 were assigned x = 1; last names beginning with 鈥淏鈥 were assigned x = 2; and last names beginning with 鈥淶鈥 were assigned x = 26.

a. If the first letters of consumers鈥 last names are equally likely, find the probability distribution for x.

b. Find E (x) using the probability distribution, part a. If possible, give a practical interpretation of this value.?

c. Do you believe the probability distribution, part a, is realistic? Explain. How might you go about estimating the true probability distribution for x

Independent random samples from normal populations produced the results shown in the next table.

Sample 1


Sample 2

1.23.11.72.83.0

4.22.73.63.9

a. Calculate the pooled estimate of 2.

b. Do the data provide sufficient evidence to indicate that 2&驳迟;渭1? Test using 伪=.10.

c. Find a 90% confidence interval for (12).

d. Which of the two inferential procedures, the test of hypothesis in part b or the confidence interval in part c, provides more information about (12)?

Find the numerical value of

a.6! b.(109)c. (101)d.(63)e.0!

Given that x is a random variable for which a Poisson probability distribution provides a good approximation, use statistical software to find the following:

a.P(x2) when =1

b.P(x2) when =2

c.P(x2) when =3

d. What happens to the probability of the event {x2} as it increases from 1 to 3? Is this intuitively reasonable?

The data for a random sample of six paired observations are shown in the next table.

a. Calculate the difference between each pair of observations by subtracting observation two from observation 1. Use the differences to calculate dandsd2.

b. If 1补苍诲渭2are the means of populations 1 and 2, respectively, expressed din terms of 1补苍诲渭2.

PairSample from Population 1

(Observation 1)

Sample from Population 2(Observation 2)
123456739648417247

c. Form a 95% confidence interval for d.

d. Test the null hypothesis H0:渭d=0against the alternative hypothesis Ha:渭d0. Use伪=.05 .

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