Struct EnsembleNeuralNetwork 

pub struct EnsembleNeuralNetwork { /* private fields */ }

Advanced Ensemble Neural Network for robustness

Implementations

impl EnsembleNeuralNetwork

pub fn new( num_networks: usize, input_size: usize, hidden_size: usize, output_size: usize, ) -> Self

Create a new ensemble network

pub fn forward_ensemble(&self, input: &Array1<f32>) -> Result<Array1<f32>>

Ensemble forward pass with weighted average

pub fn update_ensemble_weights(&mut self, individual_errors: &[f32])

Update ensemble weights based on individual network performance

pub fn train_ensemble( &mut self, input: &Array1<f32>, target: &Array1<f32>, ) -> Result<()>

Train all networks in the ensemble

pub fn get_ensemble_stats(&self) -> EnsembleStats

Get ensemble statistics

Trait Implementations

impl Clone for EnsembleNeuralNetwork

fn clone(&self) -> EnsembleNeuralNetwork

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for EnsembleNeuralNetwork

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

Formats the value using the given formatter.

impl Default for EnsembleNeuralNetwork

fn default() -> Self

Returns the “default value” for a type.