Linear Modeling Theory
The alternative hypothesis is a statement that proposes a specific effect or relationship in a statistical analysis, suggesting that there is a significant difference or an effect where the null hypothesis asserts no such difference. This hypothesis is tested against the null hypothesis, which assumes no effect, to determine whether the data provide sufficient evidence to reject the null in favor of the alternative. In regression analysis, it plays a crucial role in various tests and model comparisons.
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