pub enum SurvivalModelType<F> {
EnhancedCox {
penalty: Option<F>,
stratification_vars: Option<Vec<usize>>,
time_varying_effects: bool,
robust_variance: bool,
},
AFT {
distribution: AFTDistribution,
scale_parameter: F,
},
RandomSurvivalForest {
n_trees: usize,
min_samples_split: usize,
max_depth: Option<usize>,
mtry: Option<usize>,
bootstrap: bool,
},
GradientBoostingSurvival {
n_estimators: usize,
learning_rate: F,
max_depth: usize,
subsample: F,
},
DeepSurvival {
architecture: Vec<usize>,
activation: ActivationFunction,
dropout_rate: F,
regularization: F,
},
SurvivalSVM {
kernel: KernelType<F>,
regularization: F,
tolerance: F,
},
BayesianSurvival {
prior_type: PriorType<F>,
mcmc_config: MCMCConfig,
},
MultiState {
states: Vec<String>,
transitions: Array2<bool>,
baseline_hazards: Vec<BaselineHazard>,
},
}Expand description
Advanced survival model types
Variants§
EnhancedCox
Enhanced Cox Proportional Hazards
Fields
AFT
Accelerated Failure Time models
RandomSurvivalForest
Random Survival Forests
Fields
GradientBoostingSurvival
Gradient Boosting Survival
DeepSurvival
Deep Survival Networks
SurvivalSVM
Survival Support Vector Machines
BayesianSurvival
Bayesian Survival Models
MultiState
Multi-state models
Trait Implementations§
Source§impl<F: Clone> Clone for SurvivalModelType<F>
impl<F: Clone> Clone for SurvivalModelType<F>
Source§fn clone(&self) -> SurvivalModelType<F>
fn clone(&self) -> SurvivalModelType<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 moreAuto Trait Implementations§
impl<F> Freeze for SurvivalModelType<F>where
F: Freeze,
impl<F> RefUnwindSafe for SurvivalModelType<F>where
F: RefUnwindSafe,
impl<F> Send for SurvivalModelType<F>where
F: Send,
impl<F> Sync for SurvivalModelType<F>where
F: Sync,
impl<F> Unpin for SurvivalModelType<F>where
F: Unpin,
impl<F> UnwindSafe for SurvivalModelType<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 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.