Struct WindowBasedFeatures

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pub struct WindowBasedFeatures<F> {
    pub small_window_features: WindowFeatures<F>,
    pub medium_window_features: WindowFeatures<F>,
    pub large_window_features: WindowFeatures<F>,
    pub multi_scale_variance: Vec<F>,
    pub multi_scale_trends: Vec<F>,
    pub cross_window_correlations: CrossWindowFeatures<F>,
    pub change_detection_features: ChangeDetectionFeatures<F>,
    pub rolling_statistics: RollingStatistics<F>,
}

Expand description

Window-based aggregation features for time series analysis

This struct contains comprehensive features computed over sliding windows of various sizes, enabling multi-scale statistical analysis.

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§small_window_features: WindowFeatures<F>

Features from small windows (high temporal resolution)

§medium_window_features: WindowFeatures<F>

Features from medium windows (balanced resolution)

§large_window_features: WindowFeatures<F>

Features from large windows (low temporal resolution)

§multi_scale_variance: Vec<F>

Multi-scale variance features

§multi_scale_trends: Vec<F>

Multi-scale trend features

§cross_window_correlations: CrossWindowFeatures<F>

Cross-window correlation features

§change_detection_features: ChangeDetectionFeatures<F>

Window-based change detection features

§rolling_statistics: RollingStatistics<F>

Rolling aggregation statistics

Trait Implementations§

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impl<F: Clone> Clone for WindowBasedFeatures<F>

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fn clone(&self) -> WindowBasedFeatures<F>

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<F: Debug> Debug for WindowBasedFeatures<F>

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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<F> Default for WindowBasedFeatures<F>
where F: Float + FromPrimitive,

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fn default() -> Self

Returns the “default value” for a type. Read more

Auto Trait Implementations§

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impl<F> UnwindSafe for WindowBasedFeatures<F>
where F: UnwindSafe,

Blanket Implementations§

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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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