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source: branches/HeuristicLab.Analysis.AlgorithmBehavior/HeuristicLab.Analysis.AlgorithmBehavior.Analyzers.Views/3.3/StatisticalTestingView.resx @ 9329

Last change on this file since 9329 was 9329, checked in by ascheibe, 12 years ago

#1886 calculate Cohen's D and Hedges' G for pairwise comparison and updated documentation

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185    <value>17, 17</value>
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188    <value>This view offers tools for statistical analysis.
189
190Check for normality of the data is done using the Jarque-Bera test.
191It requires a sample size of at least 5 samples.
192
193Statistical hypothesis testing between all groups is performed using the Kruskal-Wallis test.
194
195For pairwise comparision of the groups the Mann-Whitney U test is used.
196It also requires sample sizes of at least 5 samples.
197
198The p-values calculated by the statistical tests are interpreted as follows:
199The null hypothesis states that the groups which are compared have the same distribution.
200A p-value &lt; 0.05 (this value is often chosen as significance level)  means the null hypothesis is rejected,
201which therefore means that the distributions are not equal.
202
203For the pariwise statistical test, in addition to the p-value, Cohen's d and Hedges' g are calculated.
204According to Wikipedia, these values can be interpreted as follows: "A lower Cohen's d indicates a necessity of larger sample sizes, and vice versa."</value>
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