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How to run a validation test¶

Contents:

  • 1. Load executive control
  • 2. Load dataset
  • 3. Load desired validation test

Statistics¶

Statistical terminologies used in CerebUnit¶

Hypothesis Testing¶

Contents:

  • Hypothesis testing about means (HtestAboutMeans)
  • Hypothesis testing about medians (HtestAboutMedians)
  • Hypothesis testing about proportions (HtestAboutProportions)

Test Statistics (Test Score)¶

Contents:

  • Compute t-statistic (TScore)
  • Compute z-statistic (ZScoreStandard)
  • Compute z-statistic for Sign test (ZScoreForSignTest)
  • Compute z-statistic for Two Sample Rank-Sum test (ZScoreForTwoSampleRankSumTest)
  • Compute z-statistic for Wilcox Signed-Rank test (ZScoreForWilcoxSignedRankTest)
  • Compute z-statistic for z-test on proportions as the categorical variable (ZScoreForProportionZTest)
  • Compute chi^2-statistic for test on proportions as the categorical variable (Chi2Score)
  • Compute test-statistic for Fisher Exact Test on proportions as the categorical variable (FisherExactScore)
  • Compute test-statistic for McNemar-test on proportions as the categorical variable of discordant pairs (McNemarScore)
  • Compute chi^2-statistic for chi^2 goodness-of-fit test on proportions of categories of a categorical variable (Chi2GOFScore)

Checks for Data Conditions (to determine appropriate testing)¶

Contents:

  • Data condition for HT about means (NecessaryForHTMeans). Is t-Test valid?
  • Data condition for HT about proportions (NecessaryForHTProportions). Is z-Test or \(\\chi^2\)-testvalid?

Table of Contents

  • How to run a validation test
  • Statistics
    • Statistical terminologies used in CerebUnit
    • Hypothesis Testing
    • Test Statistics (Test Score)
    • Checks for Data Conditions (to determine appropriate testing)

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