pub enum LambdaChoice {
Fixed(f64),
Gcv,
Reml,
}Expand description
How to choose the smoothing parameter λ for the PEER estimator.
The default is LambdaChoice::Gcv which automatically selects λ by
minimising the GCV score over a fixed internal log-spaced grid.
Variants§
Fixed(f64)
Use this value verbatim; no grid search or EM is performed.
Gcv
Select λ by minimising the GCV score on a fixed 40-point log-spaced internal grid over [1e-6, 1e4]. Fully deterministic; ties resolve to the smaller grid index.
Reml
Estimate λ via a self-contained REML EM using the eigendecomposition of the penalty matrix Q (null space → fixed effect; range space → random effect b ∼ N(0, σ²_u I)). Returns λ = σ²_e / σ²_u. Fully deterministic; fixed initialisation and 100-iteration cap.
Trait Implementations§
Source§impl Clone for LambdaChoice
impl Clone for LambdaChoice
Source§fn clone(&self) -> LambdaChoice
fn clone(&self) -> LambdaChoice
Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · 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 LambdaChoice
impl Debug for LambdaChoice
Source§impl Default for LambdaChoice
impl Default for LambdaChoice
Source§fn default() -> LambdaChoice
fn default() -> LambdaChoice
Returns the “default value” for a type. Read more
Source§impl PartialEq for LambdaChoice
impl PartialEq for LambdaChoice
impl StructuralPartialEq for LambdaChoice
Auto Trait Implementations§
impl Freeze for LambdaChoice
impl RefUnwindSafe for LambdaChoice
impl Send for LambdaChoice
impl Sync for LambdaChoice
impl Unpin for LambdaChoice
impl UnsafeUnpin for LambdaChoice
impl UnwindSafe for LambdaChoice
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
impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
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
impl<T> Read<Exclusive, BecauseExclusive> for Twhere
T: ?Sized,
impl<T> Scalar 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.