pub struct NestedFrailtyModel { /* private fields */ }Expand description
Two-level nested frailty model.
The hazard for subject k in inner cluster j within outer cluster i is: h(t | x, v_i, w_ij) = v_i · w_ij · h₀(t) · exp(x β)
Fitted via a nested EM algorithm that alternates between updating outer frailties, inner frailties, regression coefficients, and variance components.
Implementations§
Source§impl NestedFrailtyModel
impl NestedFrailtyModel
Sourcepub fn new(config: FrailtyConfig) -> Self
pub fn new(config: FrailtyConfig) -> Self
Create a new nested frailty model with the given configuration.
Sourcepub fn fit(
&self,
times: &[f64],
events: &[bool],
covariates: &[&[f64]],
inner_clusters: &[usize],
outer_clusters: &[usize],
) -> StatsResult<NestedFrailtyResult>
pub fn fit( &self, times: &[f64], events: &[bool], covariates: &[&[f64]], inner_clusters: &[usize], outer_clusters: &[usize], ) -> StatsResult<NestedFrailtyResult>
Fit the nested frailty model.
§Arguments
times– observed event/censoring times (n elements)events– event indicatorscovariates– covariate matrix (n rows)inner_clusters– inner cluster assignment for each subject (e.g., center)outer_clusters– outer cluster assignment for each subject (e.g., region)
§Errors
Returns StatsError on dimension mismatch, insufficient clusters, etc.
Trait Implementations§
Source§impl Clone for NestedFrailtyModel
impl Clone for NestedFrailtyModel
Source§fn clone(&self) -> NestedFrailtyModel
fn clone(&self) -> NestedFrailtyModel
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 moreAuto Trait Implementations§
impl Freeze for NestedFrailtyModel
impl RefUnwindSafe for NestedFrailtyModel
impl Send for NestedFrailtyModel
impl Sync for NestedFrailtyModel
impl Unpin for NestedFrailtyModel
impl UnsafeUnpin for NestedFrailtyModel
impl UnwindSafe for NestedFrailtyModel
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