Struct ElasticLogisticResult

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pub struct ElasticLogisticResult {
    pub alpha: f64,
    pub beta: Vec<f64>,
    pub probabilities: Vec<f64>,
    pub predicted_classes: Vec<i8>,
    pub accuracy: f64,
    pub loss: f64,
    pub gammas: FdMatrix,
    pub aligned_srsfs: FdMatrix,
    pub n_iter: usize,
}

Expand description

Result of elastic logistic regression.

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§alpha: f64

Intercept.

§beta: Vec<f64>

Regression function β(t), length m.

§probabilities: Vec<f64>

Predicted probabilities, length n.

§predicted_classes: Vec<i8>

Predicted class labels (-1 or 1), length n.

§accuracy: f64

Classification accuracy.

§loss: f64

Logistic loss.

§gammas: FdMatrix

Final warping functions (n × m).

§aligned_srsfs: FdMatrix

Aligned SRSFs (n × m).

§n_iter: usize

Number of iterations used.

Implementations§

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impl ElasticLogisticResult

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pub fn predict(&self, new_data: &FdMatrix, argvals: &[f64]) -> Vec<f64>

Predict probabilities for new data. Delegates to predict_elastic_logistic.

Trait Implementations§

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impl Clone for ElasticLogisticResult

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fn clone(&self) -> ElasticLogisticResult

Returns a duplicate of the value. Read more

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

Performs copy-assignment from source. Read more

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impl Debug for ElasticLogisticResult

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

Formats the value using the given formatter. Read more

Auto Trait Implementations§

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impl UnwindSafe for ElasticLogisticResult

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impl<T> Any for T
where T: 'static + ?Sized,

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fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more

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impl<T> Borrow<T> for T
where T: ?Sized,

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fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more

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impl<T> BorrowMut<T> for T
where T: ?Sized,

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fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more

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impl<T> CloneToUninit for T
where T: Clone,

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unsafe fn clone_to_uninit(&self, dest: *mut u8)

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

Performs copy-assignment from self to dest. Read more

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impl<T> From<T> for T

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fn from(t: T) -> T

Returns the argument unchanged.

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impl<T, U> Into for T
where U: From<T>,

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fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

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impl<T> IntoEither for T

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fn into_either(self, into_left: bool) -> Either<Self, Self>

Converts self into a Left variant of Either<Self, Self> if into_left is true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
where F: FnOnce(&Self) -> bool,

Converts self into a Left variant of Either<Self, Self> if into_left(&self) returns true. Converts self into a Right variant of Either<Self, Self> otherwise. Read more

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