Trait cerebral::selforganizing::Selforganizing

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pub trait Selforganizing: Neural {
    // Required methods
    fn init_lateral(&mut self);
    fn get_lateral_distance(&mut self, index: usize) -> Array2<f64>;
    fn get_best_matching(&mut self, pattern: &ArrayView1<'_, f64>) -> usize;
    fn adapt(
        &mut self,
        pattern: &ArrayView1<'_, f64>,
        influence: f64,
        rate: f64
    );
    fn train(&mut self, patterns: &ArrayView2<'_, f64>);
}
Expand description

Public trait that defines the concept of self organization

Required Methods§

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fn init_lateral(&mut self)

Init the lateral connections according to network type

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fn get_lateral_distance(&mut self, index: usize) -> Array2<f64>

Get the distance/connection between a selected neuron and the rest of the layer

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fn get_best_matching(&mut self, pattern: &ArrayView1<'_, f64>) -> usize

Get the best matching neuron given a pattern

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fn adapt(&mut self, pattern: &ArrayView1<'_, f64>, influence: f64, rate: f64)

Adapt the layer to an input pattern. Note this consumes the current later and returns a new created (zero-copy)

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fn train(&mut self, patterns: &ArrayView2<'_, f64>)

Implementors§