6: Analysis of Variance (ANOVA) Flashcards
___ is used to test whether two samples are from populations having equal variances.
F Distribution
What are the characteristics of the F distribution?
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- There is a family of F distributions.**
- The F distribution is continuous.
- The F statistic cannot be negative.
- The F distribution is positively skewed.
- The F distribution is asymptotic.
The ___ is a technique used to test simultaneously whether the means of several populations are equal; uses the F distribution to test; both samples must be at least interval scale.
Analysis of variance (ANOVA)
The ANOVA used to test the equality of three or more population means requires that three assumptions are true:
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- The populations follow the normal distribution.
- The populations have equal standard deviations (σ).
- The populations are independent.
How does ANOVA work?
If the ratio of two population variances is about 1, then we conclude that the population means are the same. If the ratio is quite different from 1, then we conclude that the population means are not the same.
___ is the sum of the squared differences between each observation and the overall mean.
Total variation
___ is the sum of the squared differences between each treatment mean and the grand or overall mean.
Treatment variation
___ is the sum of the squared differences between each observation and its treatment mean.
Random variation
Recall the 6-Step Procedure for Testing a Hypothesis:
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Step 1: State the Null Hypothesis (H0) and the Alternate Hypothesis (H1). Step 2: Select a Level of Significance Step 3: Select the Test Statistic Step 4: Formulate the Decision Rule Step 5: Make a Decision Step 6: Interpret the Result
How does one calculate the df to formulate the decision rule in the analysis of variance?
The df in the numerator is k - 1
The df in the denominator n - k
The term ___ is used to identify the different populations being examined.
Treatment
___ is a second treatment variable that when included in the ANOVA analysis will have the effect of reducing the SSE term.
Blocking variable
___ occurs when the effect of one factor on a response variable differs depending on the value of another factor.
Interaction