Struct StreamingICA 

pub struct StreamingICA { /* private fields */ }

Streaming ICA for real-time blind source separation

Implementations

impl StreamingICA

pub fn new(n_components: usize) -> Self

Create a new streaming ICA

pub fn with_config(self, config: StreamingConfig) -> Self

Configure the streaming ICA

pub fn partial_fit(&mut self, sample: &Array1<Float>) -> Result<()>

Update the ICA with a new data sample

pub fn transform(&self, x: &Array2<Float>) -> Result<Array2<Float>>

Transform new data using current components

pub fn components(&self) -> Option<&Array2<Float>>

Get the current components

pub fn is_drift_detected(&self) -> bool

Check if concept drift was detected

pub fn n_samples_seen(&self) -> usize

Get number of samples seen

pub fn transform_sample(&self, sample: &Array1<Float>) -> Result<Array1<Float>>

Transform a single sample for real-time signal processing

pub fn mixing_matrix(&self) -> Option<&Array2<Float>>

Get the mixing matrix for source reconstruction

pub fn separate_sources( &self, mixed_sample: &Array1<Float>, ) -> Result<Array1<Float>>

Reconstruct the original sources from mixed signal

pub fn set_learning_rate(&mut self, learning_rate: Float)

Set learning rate for adaptive tuning

pub fn learning_rate(&self) -> Float

Get current learning rate

pub fn force_update(&mut self) -> Result<()>

Force immediate update for real-time scenarios

pub fn reset(&mut self)

Reset for new signal processing session

Trait Implementations

impl Clone for StreamingICA

fn clone(&self) -> Self

Returns a duplicate of the value.

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

Performs copy-assignment from source.

impl Debug for StreamingICA

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

Formats the value using the given formatter.