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ConformalClassificationResult

fdars_core::conformal

Struct ConformalClassificationResult 

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#[non_exhaustive]
pub struct ConformalClassificationResult {
    pub predicted_classes: Vec<usize>,
    pub prediction_sets: Vec<Vec<usize>>,
    pub set_sizes: Vec<usize>,
    pub average_set_size: f64,
    pub coverage: f64,
    pub calibration_scores: Vec<f64>,
    pub score_quantile: f64,
    pub method: ConformalMethod,
    pub score_type: ClassificationScore,
}
Expand description

Conformal prediction sets for classification.

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.
§predicted_classes: Vec<usize>

Argmax predictions for each test observation.

§prediction_sets: Vec<Vec<usize>>

Set of plausible classes per test observation.

§set_sizes: Vec<usize>

Size of each prediction set.

§average_set_size: f64

Mean prediction set size.

§coverage: f64

Empirical coverage on calibration set.

§calibration_scores: Vec<f64>

Non-conformity scores on calibration set.

§score_quantile: f64

Quantile of calibration scores.

§method: ConformalMethod

Method used.

§score_type: ClassificationScore

Score type used.

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impl Clone for ConformalClassificationResult

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fn clone(&self) -> ConformalClassificationResult

Returns a duplicate of the value. Read more
1.0.0 · Source§

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

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

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

Formats the value using the given formatter. Read more

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