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Given the alternative hypothesis Ha: µ1 ≠ µ2 ≠ µ3 ≠ …….. µk. Which are the correct interpretations?

Question

Given the alternative hypothesis Ha: µ1 ≠ µ2 ≠ µ3 ≠ …….. µk. Which are the correct interpretations?

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Solution

The alternative hypothesis Ha: µ1 ≠ µ2 ≠ µ3 ≠ …….. µk is a statement that suggests there is a difference between the population means (µ1, µ2, µ3, …, µk) of k groups. This hypothesis is used in analysis of variance (ANOVA), a statistical method used to test differences between two or more means.

Here are the correct interpretations:

  1. The alternative hypothesis assumes that not all population means are equal. It suggests that at least one mean is different from the others.

  2. This hypothesis is used when you have three or more groups and you want to compare their means. It's not specific about which mean(s) is/are different, just that at least one is different.

  3. If the alternative hypothesis is accepted, it means that there is sufficient evidence to suggest that there is a significant difference between the groups.

  4. If the alternative hypothesis is rejected, it means that there is not enough evidence to suggest a significant difference between the groups, and we would accept the null hypothesis (which states that all population means are equal).

  5. The alternative hypothesis does not specify the direction of the difference, just that a difference exists. This is known as a non-directional or two-tailed hypothesis.

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