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ShapeletClassifierFit

Struct ShapeletClassifierFit 

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#[non_exhaustive]
pub struct ShapeletClassifierFit { pub transform: ShapeletTransformFit, pub classifier: ClassifFit, pub config: ShapeletClassifierConfig, pub classes: Vec<usize>, }
Expand description

A fitted shapelet-transform classifier: the discovered shapelet transform plus the inner classifier trained on the n×K distance features.

Stores the (already z-normalized) shapelets and the fitted inner ClassifFit so that predict reuses the identical shapelets, normalization, and FPCA rotation as the fit.

Fields (Non-exhaustive)§

This struct is marked as non-exhaustive
Non-exhaustive structs could have additional fields added in future. Therefore, non-exhaustive structs cannot be constructed in external crates using the traditional Struct { .. } syntax; cannot be matched against without a wildcard ..; and struct update syntax will not work.
§transform: ShapeletTransformFit

The fitted shapelet transform (discovered shapelets + training features).

§classifier: ClassifFit

The inner classifier fitted on the n×K shapelet-distance features.

§config: ShapeletClassifierConfig

The configuration used to produce this fit.

§classes: Vec<usize>

Distinct original labels in sorted order; index = remapped class produced by the inner classifier, value = the caller’s original label. Used to map inner predictions back to the caller’s label space.

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impl ShapeletClassifierFit

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pub fn shapelets(&self) -> &ShapeletSet

The fitted shapelet set (already z-normalized, ordered by quality).

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pub fn transform(&self) -> &ShapeletTransformFit

The fitted shapelet transform.

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pub fn classifier(&self) -> &ClassifFit

The inner classifier fitted on the shapelet-distance features.

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pub fn train_accuracy(&self) -> f64

Training-set accuracy of the inner classifier on the shapelet-distance features.

This is not a generalization estimate. The shapelets were selected to separate the training classes; evaluate on a held-out split via predict instead.

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pub fn predict(&self, new_data: &FdMatrix) -> Result<Vec<usize>, FdarError>

Predict class labels for out-of-sample curves.

Transforms new_data through the stored shapelets (identical sequences, stored z-normalization) into an n_new×K distance-feature matrix, then classifies each row with the stored inner ClassifFit by reusing the FpcPredictor projection path (project features → FPC scores → predict_from_scores). Predictions are mapped back to the caller’s original label space.

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Trait Implementations§

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impl Clone for ShapeletClassifierFit

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fn clone(&self) -> ShapeletClassifierFit

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more
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impl Debug for ShapeletClassifierFit

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fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter. Read more
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impl PartialEq for ShapeletClassifierFit

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fn eq(&self, other: &ShapeletClassifierFit) -> bool

Equality operator ==. Read more
1.0.0 (const: unstable) · Source§

fn ne(&self, other: &Rhs) -> bool

Inequality operator !=. Read more
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impl StructuralPartialEq for ShapeletClassifierFit

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🔬This is a nightly-only experimental API. (clone_to_uninit)
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