Struct OnlineLearningSystem 

pub struct OnlineLearningSystem { /* private fields */ }

Unified online learning system combining multiple strategies

Implementations

impl OnlineLearningSystem

pub fn new(initial_constraint: LinearConstraint) -> Self

Create a new online learning system

pub fn process_labeled_sample( &mut self, sample: Array1<f32>, is_feasible: bool, ) -> LogicResult<()>

Process a new labeled sample

pub fn process_unlabeled_sample(&mut self, sample: Array1<f32>)

Process an unlabeled sample (for anomaly detection and active learning)

pub fn add_feedback( &mut self, sample: &Array1<f32>, satisfaction: f32, ) -> LogicResult<()>

Add user feedback

pub fn get_best_constraint(&self) -> &LinearConstraint

Get the current best constraint estimate

pub fn confidence(&self) -> f32

Get confidence in current constraint

pub fn discovered_constraints(&self) -> &[LinearConstraint]

Get discovered anomaly-based constraints

pub fn query_next(&self) -> Option<Array1<f32>>

Get next sample to query (active learning)

pub fn set_use_incremental(&mut self, use_it: bool)

Enable/disable components

pub fn set_use_anomaly(&mut self, use_it: bool)

pub fn set_use_active(&mut self, use_it: bool)

pub fn set_use_feedback(&mut self, use_it: bool)

Trait Implementations

impl Clone for OnlineLearningSystem

fn clone(&self) -> OnlineLearningSystem

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for OnlineLearningSystem

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

Formats the value using the given formatter.