Struct StandardSearchSpaces 

pub struct StandardSearchSpaces;

Standard search spaces for clustering algorithms

Implementations

impl StandardSearchSpaces

pub fn kmeans() -> SearchSpace

K-means search space

pub fn dbscan() -> SearchSpace

DBSCAN search space

pub fn optics() -> SearchSpace

OPTICS search space

pub fn spectral() -> SearchSpace

Spectral clustering search space

pub fn affinity_propagation() -> SearchSpace

Affinity Propagation search space

pub fn birch() -> SearchSpace

BIRCH search space

pub fn gmm() -> SearchSpace

Gaussian Mixture Model search space

pub fn mean_shift() -> SearchSpace

Mean Shift search space

pub fn hierarchical() -> SearchSpace

Hierarchical clustering search space

pub fn get_search_space(algorithm: &str) -> Option<SearchSpace>

Get search space by algorithm name

pub fn custom(parameters: HashMap<String, HyperParameter>) -> SearchSpace

Create a custom search space with specified parameter ranges

pub fn with_constraints( search_space: SearchSpace, constraints: Vec<ParameterConstraint>, ) -> SearchSpace

Create a search space with constraints

pub fn minimal_kmeans() -> SearchSpace

Create a minimal search space for quick testing

pub fn extensive_kmeans() -> SearchSpace

Create an extensive search space for thorough optimization

pub fn ensemble() -> SearchSpace

Create search space for ensemble methods