label_propagation

Struct LGC

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

Local and Global Consistency (LGC) [Zhou+, NIPS’04] https://dennyzhou.github.io/papers/LLGC.pdf

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impl LGC

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pub fn new(graph: ArrayBase<OwnedRepr<f32>, Ix2>) -> Self

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pub fn iter(self, num: usize) -> Self

Set the parameter for the iteration count

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pub fn alpha(self, num: f32) -> Self

Set the parameter for the alpha

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pub fn fit( &mut self, x: &ArrayBase<OwnedRepr<usize>, Ix1>, y: &ArrayBase<OwnedRepr<usize>, Ix1>, ) -> Result<(), Box<dyn Error>>

Fit the model to the data. x: index of node for label y: label index

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pub fn predict_proba( &mut self, target_node: &ArrayBase<OwnedRepr<usize>, Ix1>, ) -> ArrayBase<OwnedRepr<f32>, Ix2>

predict label score. target_node: node index

Auto Trait Implementations§

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impl Freeze for LGC

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impl RefUnwindSafe for LGC

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impl Send for LGC

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impl Sync for LGC

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impl Unpin for LGC

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impl UnwindSafe for LGC

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

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type Error = Infallible

The type returned in the event of a conversion error.
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fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
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impl<T, U> TryInto<U> for T
where U: TryFrom<T>,

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type Error = <U as TryFrom<T>>::Error

The type returned in the event of a conversion error.
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fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
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impl<V, T> VZip<V> for T
where V: MultiLane<T>,

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fn vzip(self) -> V