Skip to main content

BernoulliMarginalSlopeTermSpec

gam_models::bms

Struct BernoulliMarginalSlopeTermSpec 

Source 
pub struct BernoulliMarginalSlopeTermSpec {
Show 13 fields
    pub y: Array1<f64>,
    pub weights: Array1<f64>,
    pub z: Array1<f64>,
    pub base_link: InverseLink,
    pub marginalspec: TermCollectionSpec,
    pub logslopespec: TermCollectionSpec,
    pub marginal_offset: Array1<f64>,
    pub logslope_offset: Array1<f64>,
    pub frailty: FrailtySpec,
    pub score_warp: Option<DeviationBlockConfig>,
    pub link_dev: Option<DeviationBlockConfig>,
    pub latent_z_policy: LatentZPolicy,
    pub score_influence_jacobian: Option<Array2<f64>>,

}

Fields§

§y: Array1<f64>§weights: Array1<f64>§z: Array1<f64>§base_link: InverseLink§marginalspec: TermCollectionSpec§logslopespec: TermCollectionSpec§marginal_offset: Array1<f64>§logslope_offset: Array1<f64>§frailty: FrailtySpec

GaussianShift frailty on the final probit index: U ~ N(0, σ²) added to the scalar argument of Φ. This is exact because the sextic microcell kernel is preserved — the Gaussian-decoupling identity E[Φ(η + U)] = Φ(η / √(1+σ²)) rescales the index by 1/τ where τ = √(1+σ²), and every derivative chain rule factor is polynomial in τ, so all six kernel derivatives remain closed-form.

HazardMultiplier frailty is NOT supported in this family. HazardMultiplier frailty + score_warp/linkwiggle cubic marginal-slope is not finite-state exact. For hazard-multiplier frailty, use the standalone LatentCloglogBinomial / LatentSurvival families instead.

§score_warp: Option<DeviationBlockConfig>§link_dev: Option<DeviationBlockConfig>§latent_z_policy: LatentZPolicy§score_influence_jacobian: Option<Array2<f64>>

Out-of-fold Stage-1 score-influence Jacobian J = ∂z/∂θ₁ (n × p₁) from cross-fitting a CTN transformation-normal Stage-1 model (#461). When Some, the realized leakage directions Z_infl = diag(s_f·β̂₀)·J are absorbed as a null-penalized block so the joint solve makes the β estimating equation orthogonal to span(Z_infl) — the x-dependent realization of ψ − Π_η[ψ]. None ⇒ raw --z-column with no CTN Stage-1, in which case the free 1-D score_warp spline is the fallback basis (it spans only the x-free leakage column).

Trait Implementations§

Source§

impl Clone for BernoulliMarginalSlopeTermSpec

Source§

fn clone(&self) -> BernoulliMarginalSlopeTermSpec

Returns a duplicate of the value. Read more
1.0.0 (const: unstable) · Source§

fn clone_from(&mut self, source: &Self)

Performs copy-assignment from source. Read more

Auto Trait Implementations§

Blanket Implementations§

Source§

impl<T> Allocation for T
where T: RefUnwindSafe + Send + Sync,

Source§

impl<T> Any for T
where T: 'static + ?Sized,

Source§

fn type_id(&self) -> TypeId

Gets the TypeId of self. Read more
Source§

impl<T> Borrow<T> for T
where T: ?Sized,

Source§

fn borrow(&self) -> &T

Immutably borrows from an owned value. Read more
Source§

impl<T> BorrowMut<T> for T
where T: ?Sized,

Source§

fn borrow_mut(&mut self) -> &mut T

Mutably borrows from an owned value. Read more
Source§

impl<T> ByRef<T> for T

Source§

fn by_ref(&self) -> &T

Source§

impl<ST, DT> CastableFrom<ST, Initialized, Initialized> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<ST, DT> CastableFrom<ST, Uninit, Uninit> for DT
where ST: ?Sized, DT: ?Sized,

Source§

impl<T> CloneToUninit for T
where T: Clone,

Source§

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
Source§

impl<T> DistributionExt for T
where T: ?Sized,

Source§

fn rand<T>(&self, rng: &mut (impl Rng + ?Sized)) -> T
where Self: Distribution<T>,

Source§

impl<T> From<T> for T

Source§

fn from(t: T) -> T

Returns the argument unchanged.

Source§

impl<T, U> Imply<T> for U
where T: ?Sized, U: ?Sized,

Source§

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

Source§

fn into(self) -> U

Calls U::from(self).

That is, this conversion is whatever the implementation of From<T> for U chooses to do.

Source§

impl<T> IntoEither for T

Source§

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
Source§

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
Source§

impl<T> Pointable for T

Source§

const ALIGN: usize

The alignment of pointer.
Source§

type Init = T

The type for initializers.
Source§

unsafe fn init(init: <T as Pointable>::Init) -> usize

Initializes a with the given initializer. Read more
Source§

unsafe fn deref<'a>(ptr: usize) -> &'a T

Dereferences the given pointer. Read more
Source§

unsafe fn deref_mut<'a>(ptr: usize) -> &'a mut T

Mutably dereferences the given pointer. Read more
Source§

unsafe fn drop(ptr: usize)

Drops the object pointed to by the given pointer. Read more
Source§

impl<T> Read<Exclusive, BecauseExclusive> for T
where T: ?Sized,

Source§

impl<T> Same for T

Source§

type Output = T

Should always be Self
Source§

impl<SS, SP> SupersetOf<SS> for SP
where SS: SubsetOf<SP>,

Source§

fn to_subset(&self) -> Option<SS>

The inverse inclusion map: attempts to construct self from the equivalent element of its superset. Read more
Source§

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

Use with care! Same as self.to_subset but without any property checks. Always succeeds.
Source§

fn from_subset(element: &SS) -> SP

The inclusion map: converts self to the equivalent element of its superset.
Source§

impl<T> ToOwned for T
where T: Clone,

Source§

type Owned = T

The resulting type after obtaining ownership.
Source§

fn to_owned(&self) -> T

Creates owned data from borrowed data, usually by cloning. Read more
Source§

fn clone_into(&self, target: &mut T)

Uses borrowed data to replace owned data, usually by cloning. Read more
Source§

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

Source§

type Error = Infallible

The type returned in the event of a conversion error.
Source§

fn try_from(value: U) -> Result<T, <T as TryFrom<U>>::Error>

Performs the conversion.
Source§

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

Source§

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

The type returned in the event of a conversion error.
Source§

fn try_into(self) -> Result<U, <U as TryFrom<T>>::Error>

Performs the conversion.
Source§

impl<V, T> VZip<V> for T
where V: MultiLane<T>,

Source§

fn vzip(self) -> V