pub struct ABTestAnalyzer<'a> { /* private fields */ }Expand description
Statistical significance testing for A/B experiment results.
Implementations§
Source§impl<'a> ABTestAnalyzer<'a>
impl<'a> ABTestAnalyzer<'a>
Sourcepub fn new(config: &'a ABTestConfig) -> Self
pub fn new(config: &'a ABTestConfig) -> Self
Create with the test configuration.
Sourcepub fn analyze(
&self,
control_name: &str,
control_metrics: &[f64],
treatment_name: &str,
treatment_metrics: &[f64],
) -> Result<ABTestReport>
pub fn analyze( &self, control_name: &str, control_metrics: &[f64], treatment_name: &str, treatment_metrics: &[f64], ) -> Result<ABTestReport>
Run Welch’s t-test and Mann-Whitney U test, then build a report.
Sourcepub fn welchs_ttest(&self, a: &[f64], b: &[f64]) -> Result<TTestResult>
pub fn welchs_ttest(&self, a: &[f64], b: &[f64]) -> Result<TTestResult>
Welch’s t-test (unequal variance, two-sided).
Returns t-statistic, degrees of freedom (Welch-Satterthwaite), and a p-value approximated via Student’s t CDF.
Sourcepub fn mann_whitney_u(&self, a: &[f64], b: &[f64]) -> Result<MannWhitneyResult>
pub fn mann_whitney_u(&self, a: &[f64], b: &[f64]) -> Result<MannWhitneyResult>
Mann-Whitney U test (Wilcoxon rank-sum, two-sided).
Suitable for non-normally distributed metrics. Uses the normal approximation for p-value when n > 20.
Auto Trait Implementations§
impl<'a> Freeze for ABTestAnalyzer<'a>
impl<'a> RefUnwindSafe for ABTestAnalyzer<'a>
impl<'a> Send for ABTestAnalyzer<'a>
impl<'a> Sync for ABTestAnalyzer<'a>
impl<'a> Unpin for ABTestAnalyzer<'a>
impl<'a> UnsafeUnpin for ABTestAnalyzer<'a>
impl<'a> UnwindSafe for ABTestAnalyzer<'a>
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