StatisticalAnalyzer

quantrs2_device::noise_modeling_scirs2::statistical

Struct StatisticalAnalyzer 

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pub struct StatisticalAnalyzer { /* private fields */ }
Expand description

Statistical analysis engine

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impl StatisticalAnalyzer

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pub const fn new(confidence_level: f64, bootstrap_samples: usize) -> Self

Create a new statistical analyzer

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pub fn fit_best_distribution( &self, data: &ArrayView2<'_, f64>, ) -> DeviceResult<NoiseDistribution>

Fit the best distribution to data using maximum likelihood and goodness-of-fit tests

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pub fn analyze_moments( &self, data: &ArrayView2<'_, f64>, ) -> DeviceResult<MomentAnalysis>

Analyze statistical moments of the data

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pub fn analyze_correlation_structure( &self, noise_measurements: &HashMap<String, Array2<f64>>, ) -> DeviceResult<CorrelationStructure>

Analyze correlation structure between multiple noise sources

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pub fn detect_outliers( &self, noise_measurements: &HashMap<String, Array2<f64>>, ) -> DeviceResult<OutlierAnalysis>

Detect outliers in the data using multiple methods

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pub fn estimate_density( &self, data: &ArrayView2<'_, f64>, ) -> DeviceResult<DensityEstimate>

Estimate probability density non-parametrically using kernel density estimation

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