StreamingNystroem

Struct StreamingNystroem 

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pub struct StreamingNystroem { /* private fields */ }
Expand description

Streaming Nyström method for kernel approximation

Maintains an online Nyström approximation that adapts to streaming data with efficient inducing point management.

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impl StreamingNystroem

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pub fn new(n_components: usize, gamma: f64) -> Self

Create a new streaming Nyström approximation

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

Set the streaming configuration

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pub fn with_random_state(self, random_state: u64) -> Self

Set random state for reproducibility

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pub fn fit(&mut self, x: &Array2<f64>) -> Result<()>

Initialize with initial data

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pub fn add_sample(&mut self, sample: StreamingSample) -> Result<()>

Add a new sample to the stream

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pub fn transform(&self, x: &Array2<f64>) -> Result<Array2<f64>>

Transform data using current approximation

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