pub enum SamplingStrategy {
Bootstrap {
sample_ratio: f64,
},
RandomSubspace {
feature_ratio: f64,
},
BootstrapSubspace {
sample_ratio: f64,
feature_ratio: f64,
},
RandomProjection {
target_dimensions: usize,
},
NoiseInjection {
noise_level: f64,
noise_type: NoiseType,
},
None,
}Expand description
Sampling strategies for creating diverse datasets
Variants§
Bootstrap
Bootstrap sampling with replacement
RandomSubspace
Random subspace sampling (feature selection)
BootstrapSubspace
Combined bootstrap and subspace sampling
RandomProjection
Random projection to lower dimensions
NoiseInjection
Noise injection for robustness testing
None
No sampling (use full dataset)
Trait Implementations§
Source§impl Clone for SamplingStrategy
impl Clone for SamplingStrategy
Source§fn clone(&self) -> SamplingStrategy
fn clone(&self) -> SamplingStrategy
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 Debug for SamplingStrategy
impl Debug for SamplingStrategy
Source§impl<'de> Deserialize<'de> for SamplingStrategy
impl<'de> Deserialize<'de> for SamplingStrategy
Source§fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
fn deserialize<__D>(__deserializer: __D) -> Result<Self, __D::Error>where
__D: Deserializer<'de>,
Deserialize this value from the given Serde deserializer. Read more
Auto Trait Implementations§
impl Freeze for SamplingStrategy
impl RefUnwindSafe for SamplingStrategy
impl Send for SamplingStrategy
impl Sync for SamplingStrategy
impl Unpin for SamplingStrategy
impl UnwindSafe for SamplingStrategy
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 moreSource§impl<T> Pointable for T
impl<T> Pointable for T
Source§impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
impl<SS, SP> SupersetOf<SS> for SPwhere
SS: SubsetOf<SP>,
Source§fn to_subset(&self) -> Option<SS>
fn to_subset(&self) -> Option<SS>
The inverse inclusion map: attempts to construct
self from the equivalent element of its
superset. Read moreSource§fn is_in_subset(&self) -> bool
fn is_in_subset(&self) -> bool
Checks if
self is actually part of its subset T (and can be converted to it).Source§fn to_subset_unchecked(&self) -> SS
fn to_subset_unchecked(&self) -> SS
Use with care! Same as
self.to_subset but without any property checks. Always succeeds.Source§fn from_subset(element: &SS) -> SP
fn from_subset(element: &SS) -> SP
The inclusion map: converts
self to the equivalent element of its superset.