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9.2 : Null and Alternative Hypotheses

The actual hypothesis testing begins by considering two hypotheses. They are termed the null hypothesis and the alternative hypothesis. These hypotheses contain opposing viewpoints.

The null hypothesis, denoted by H0 is a statement of no difference between the variables—they are not related. This can often be considered the status quo. As a result if you cannot accept the null, it requires some action.

The alternative hypothesis, denoted by H1 or Ha, is a claim about the population that is contradictory to H0 and what we conclude when we reject H0. This is usually what the researcher is trying to prove.

Since the null and alternative hypotheses are contradictory, one must examine evidence to determine whether e to reject the null hypothesis or not. The evidence used is in the form of sample data.

After deciding which hypothesis the sample data supports, a decision can be made. There are two options for a decision. They are "reject H0" if the sample information favors the alternative hypothesis or "do not reject H0" or "decline to reject H0" if the sample information is insufficient to reject the null hypothesis.

This text is adapted from Openstax, Introductory Statistics, Section 9.1 Null and Alternative Hypothesis

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Null HypothesisAlternative HypothesisH0H1Hypothesis TestingSample DataEvidenceReject H0Statistical InferencePopulation Claim

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9.2 : Null and Alternative Hypotheses

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9.1 : 仮説とは?

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9.8 : 仮説:受け入れるか拒否しないか?

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9.9 : 仮説検定のエラー

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