pub enum KernelMethod<F> {
Gaussian(F),
Linear,
Polynomial(F, F),
}
Expand description
The inner product definition used by a kernel.
There are three methods available:
- Gaussian(eps):
d(x, x') = exp(-norm(x - x')/eps)
- Linear:
d(x, x') = <x, x'>
- Polynomial(constant, degree):
d(x, x') = (<x, x'> + costant)^(degree)
Variants§
Gaussian(F)
Gaussian(eps): exp(-norm(x - x’)/eps)
Linear
Euclidean inner product
Polynomial(F, F)
Polynomial(constant, degree): (<x, x'> + costant)^(degree)
Implementations§
Source§impl<F: Float> KernelMethod<F>
impl<F: Float> KernelMethod<F>
pub fn distance(&self, a: ArrayView1<'_, F>, b: ArrayView1<'_, F>) -> F
pub fn is_linear(&self) -> bool
Trait Implementations§
Source§impl<F: Clone> Clone for KernelMethod<F>
impl<F: Clone> Clone for KernelMethod<F>
Source§fn clone(&self) -> KernelMethod<F>
fn clone(&self) -> KernelMethod<F>
Returns a duplicate of the value. Read more
1.0.0 · Source§fn clone_from(&mut self, source: &Self)
fn clone_from(&mut self, source: &Self)
Performs copy-assignment from
source
. Read moreSource§impl<F: Debug> Debug for KernelMethod<F>
impl<F: Debug> Debug for KernelMethod<F>
Source§impl<F: PartialEq> PartialEq for KernelMethod<F>
impl<F: PartialEq> PartialEq for KernelMethod<F>
impl<F> StructuralPartialEq for KernelMethod<F>
Auto Trait Implementations§
impl<F> Freeze for KernelMethod<F>where
F: Freeze,
impl<F> RefUnwindSafe for KernelMethod<F>where
F: RefUnwindSafe,
impl<F> Send for KernelMethod<F>where
F: Send,
impl<F> Sync for KernelMethod<F>where
F: Sync,
impl<F> Unpin for KernelMethod<F>where
F: Unpin,
impl<F> UnwindSafe for KernelMethod<F>where
F: UnwindSafe,
Blanket Implementations§
Source§impl<T> BorrowMut<T> for Twhere
T: ?Sized,
impl<T> BorrowMut<T> for Twhere
T: ?Sized,
Source§fn borrow_mut(&mut self) -> &mut T
fn borrow_mut(&mut self) -> &mut T
Mutably borrows from an owned value. Read more
Source§impl<T> CloneToUninit for Twhere
T: Clone,
impl<T> CloneToUninit for Twhere
T: Clone,
Source§impl<T> IntoEither for T
impl<T> IntoEither for T
Source§fn into_either(self, into_left: bool) -> Either<Self, Self>
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 moreSource§fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
fn into_either_with<F>(self, into_left: F) -> Either<Self, Self>
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