Enum BaseClassifier 

pub enum BaseClassifier {
    NeuralNetwork(Box<BifurcationPredictionNetwork>),
    RandomForest {
        n_trees: usize,
        max_depth: Option<usize>,
        min_samples_split: usize,
        min_samples_leaf: usize,
    },
    SVM {
        kernel: SVMKernel,
        c_parameter: f64,
        gamma: Option<f64>,
    },
    GradientBoosting {
        n_estimators: usize,
        learning_rate: f64,
        max_depth: usize,
        subsample: f64,
    },
    KNN {
        n_neighbors: usize,
        weights: KNNWeights,
        distance_metric: DistanceMetric,
    },
}

Base classifier types for ensemble

Variants

NeuralNetwork(Box<BifurcationPredictionNetwork>)

Neural network classifier

RandomForest

Random forest classifier

Fields

n_trees: usize

max_depth: Option<usize>

min_samples_split: usize

min_samples_leaf: usize

SVM

Support Vector Machine

Fields

kernel: SVMKernel

c_parameter: f64

gamma: Option<f64>

GradientBoosting

Gradient boosting classifier

Fields

n_estimators: usize

learning_rate: f64

max_depth: usize

subsample: f64

KNN

K-Nearest Neighbors

Fields

n_neighbors: usize

weights: KNNWeights

distance_metric: DistanceMetric

Trait Implementations

impl Clone for BaseClassifier

fn clone(&self) -> BaseClassifier

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for BaseClassifier

fn fmt(&self, f: &mut Formatter<'_>) -> Result

Formats the value using the given formatter.