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In section\(13.2\) we considered two hypothetical examples to explain the logic behind one-way ANOVA. Now you are to further examine those examples.

a. Refer to Table \(13.1\) on page \(528\). Perform a one-way ANOVA on the data and compare your conclusion to that stated in the corresponding "what does it mean"? box. Use \(\alpha =0.05\).

b. Repeat part (a) for the data in Table \(13.2\) on page \(528\).

Short Answer

Expert verified

The solution is

Step by step solution

01

Step 1. Given information

The data given is

02

Step 2. Calculation

Calculate the SST, SSTR and SSE using given relation

\(SST=\sum x^{2}-\frac{(\sum x)^{2}}{n}\)

\(SST=7272-\frac{(270)^{2}}{24}=1197\)

\(SSTR=\frac{\sum (x_{i})^{2}}{n_{i}}-\frac{\sum (x)^{2}}{n}\)

\(SSTR=\frac{120^{2}}{6}+\frac{150^{2}}{6}-\frac{(270)^{2}}{12}=75\)

\(SSE=SST-SSTR=1122\)

Then,

\(df_{T}=k-1=4-1=3\)

\(df_{E}=n-k=24-4=20\)

\(MSTR=\frac{SSTR}{df_{T}}=\frac{75}{1}=75\)

\(MSE=\frac{SSE}{df_{E}}=\frac{1122}{10}=112.2\)

\(F=\frac{MSTR}{MSE}=\frac{75}{112.2}\approx 0.67\)

Then make an ANOVA table.

At the \(5%\) significance level data do not provide the sufficient evidence because p-value fail to reject null hypothesis.

\(P>0.05\Rightarrow\) Fail to Reject \(H_{0}\)

Program:

Query:

  • First, we have defined the samples.
  • Calculate the value of SST and SSTR.
  • Then calculate the SSE.

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Suppose that a one-way ANOVA is being performed to compare the means of three populations and that the sample sizes are 10,12and 15. Determine the degrees of freedom for the F-statistic.

a. Obtain individual normal probability plots and the standard deviations of the samples.

b. Perform a residual analysis.

c. Decide whether presuming that the assumptions of normal populations and equal standard deviations are met is reasonable.

Suppose that the variable under consideration is normally distributed in each of two populations and that the population standard deviations are equal. Further, suppose that you want to perform a hypothesis test to decide whether the populations have different means, that is, whether μ1≠μ2. If independent simple random samples are used, identify two hypothesis-testing procedures that you can use to carry out the hypothesis test.

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