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State the one-way ANOVA identity, and interpret its meaning with regard to partitioning the total variation in the data.

Short Answer

Expert verified

The first is variation between samples, while the second is variation within sample components.

Step by step solution

01

Given Information

Consider identity in a one-way ANOVA.

02

Explanation

The total sum of the squares equals the addition of the treatment sum and the error sum of the squares is the one-way ANOVA identity.

SST=SSTR+SSE

The above relation demonstrates that the entire variation among all observations is split into two parts.

Variance across samples is one factor, and variation within sample components is another.

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Most popular questions from this chapter

We stated earlier that a one-way ANOVA test is always right-tailed because the null hypothesis is rejected only when the test statistic, F, is too large. Why is the null hypothesis rejected only when F is too large?

Breast Milk and IQ. Considerable controversy exists over whether long-term neurodevelopment is affected by nutritional factors in early life. A. Lucas and R. Morley summarized their findings on that question for preterm babies in the publication "Breast Milk and Subsequent Intelligence Quotient in Children Born Preterm (The Lancet, Vol. 339, Issue 8788, Pp, 261-264). The researchers analyzed IQ data on children at age 712-8years. The mothers of the children in the study had chosen whether to provide their infants with breast milk within 72hours of delivery. The researchers used the following designations. Group I: mothers declined to provide breast milk; Group ll a: mothers had chosen but were unable to provide breast milk and Group Il b; mothers had chosen and were able to provide breast milk. Here are the summary statistics on IQ.

At the 1%significance level, do the data provide sufficient evidence to conclude that a difference exists in mean IQ at age 712-8years for preterm children among the three groups? Note: For the degrees of freedom in this exercise:

In one-way ANOVA, identify a statistic that measures

a. the variation among the sample means.

b. the variation within the samples.

We have provided data from independent simple random samples from several populations. In each case, determine the following items.

a. SSTR

b. MSTR

c. SSE

d. MSE

e. F

Explain the reason for the word variance in the phrase analysis of variance.

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