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StreamingPhiEstimator

Struct StreamingPhiEstimator 

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

Online Φ estimator with empirical TPM and sliding window.

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impl StreamingPhiEstimator

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pub fn new(n: usize) -> Self

Create a new streaming estimator for a system with n states.

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pub fn with_forgetting_factor(self, lambda: f64) -> Self

Configure forgetting factor (0 < λ ≤ 1). Lower = faster forgetting.

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pub fn with_ewma_alpha(self, alpha: f64) -> Self

Configure EWMA smoothing factor (0 < α ≤ 1). Higher = more responsive.

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pub fn with_cusum_threshold(self, threshold: f64) -> Self

Configure change-point detection threshold.

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pub fn observe<E: PhiEngine>( &mut self, state: usize, engine: &E, budget: &ComputeBudget, ) -> Option<StreamingPhiResult>

Observe a new state in the time series.

Updates the empirical TPM and returns updated Φ estimate if enough data has been accumulated.

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pub fn num_transitions(&self) -> usize

Current number of observed transitions.

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pub fn reset(&mut self)

Reset all state.

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fn vzip(self) -> V