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A complete procedure to test a claim about population standard deviation or population variance is explained here.

The hypothesis testing for the claim of population standard deviation (or variance) requires the data and samples to be random and unbiased. The population distribution also must be normal. There is no specific requirement on the sample size as the estimation is based on the chi-square distribution.

As a first step, the hypothesis (null and alternative) concerning the claim about population SD (or variance) should be stated clearly and expressed symbolically. The hypothesis generally claim a certain value of SD or variance to be tested. Samples provide sample SD or variance. Using both these values, the test statistic is calculated.

The critical value here depends on the sample size (or the degrees of freedom) calculated from the chi-square distribution. Based on the directionality in the alternative hypothesis, the test can be left-tailed, right-tailed, or two-tailed. The sample test statistic is compared with the critical chi-square value generally calculated at a 95% or 99% confidence level. Otherwise, P-value is obtained and compared with the significance level of 0.05 or 0.01 to conclude the hypothesis test.

タグ

Standard DeviationPopulation VarianceHypothesis TestingChi square DistributionSample SizeCritical ValueTest StatisticNull HypothesisAlternative HypothesisDegrees Of FreedomConfidence LevelP valueSignificance Level

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9.13 : Testing a Claim about Standard Deviation

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9.1 : 仮説とは?

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9.2 : 帰無仮説と対立仮説

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9.3 : 臨界領域、棄却限界値、有意水準

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9.4 : P値

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9.5 : 仮説検定の種類

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9.6 : 意思決定:p値法

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9.7 : 意思決定:従来の方法

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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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9.10 : 人口比率に関する主張の検定

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9.11 : 平均に関するクレームのテスト: 既知の母集団 SD

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9.12 : 平均値に関するクレームのテスト: 母集団 SD 不明

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