pub enum AnomalyDetectionMethod {
QuantumIsolationForest {
n_estimators: usize,
max_samples: usize,
max_depth: Option<usize>,
quantum_splitting: bool,
},
QuantumAutoencoder {
encoder_layers: Vec<usize>,
latent_dim: usize,
decoder_layers: Vec<usize>,
reconstruction_threshold: f64,
},
QuantumOneClassSVM {
kernel_type: QuantumKernelType,
nu: f64,
gamma: f64,
},
QuantumKMeansDetection {
n_clusters: usize,
distance_metric: DistanceMetric,
cluster_threshold: f64,
},
QuantumLOF {
n_neighbors: usize,
contamination: f64,
quantum_distance: bool,
},
QuantumDBSCAN {
eps: f64,
min_samples: usize,
quantum_density: bool,
},
QuantumNoveltyDetection {
reference_dataset_size: usize,
novelty_threshold: f64,
adaptation_rate: f64,
},
QuantumEnsemble {
base_methods: Vec<AnomalyDetectionMethod>,
voting_strategy: VotingStrategy,
weight_adaptation: bool,
},
}Expand description
Anomaly detection methods
Variants§
QuantumIsolationForest
Quantum Isolation Forest
QuantumAutoencoder
Quantum Autoencoder
Fields
QuantumOneClassSVM
Quantum One-Class SVM
QuantumKMeansDetection
Quantum K-Means Based Detection
QuantumLOF
Quantum Local Outlier Factor
QuantumDBSCAN
Quantum DBSCAN
QuantumNoveltyDetection
Quantum Novelty Detection
QuantumEnsemble
Quantum Ensemble Method
Trait Implementations§
Source§impl Clone for AnomalyDetectionMethod
impl Clone for AnomalyDetectionMethod
Source§fn clone(&self) -> AnomalyDetectionMethod
fn clone(&self) -> AnomalyDetectionMethod
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 Freeze for AnomalyDetectionMethod
impl RefUnwindSafe for AnomalyDetectionMethod
impl Send for AnomalyDetectionMethod
impl Sync for AnomalyDetectionMethod
impl Unpin for AnomalyDetectionMethod
impl UnwindSafe for AnomalyDetectionMethod
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.