Trait

com.github.gradientgmm.optim

Regularizer

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trait Regularizer extends Serializable

Contains basic functionality for a regularization term.

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Abstract Value Members

  1. abstract def evaluateDist(dist: UpdatableGaussianComponent): Double

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    Evaluate regularization term for a Gaussian component

    Evaluate regularization term for a Gaussian component

    dist

    Mixture component

    returns

    regularization value

  2. abstract def evaluateWeights(weights: DenseVector[Double]): Double

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    Evaluate regularization term for the weights vector

    Evaluate regularization term for the weights vector

    weights

    model weights vector

    returns

    regularization value

  3. abstract def gaussianGradient(dist: UpdatableGaussianComponent): DenseMatrix[Double]

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    Computes the loss function's gradient w.r.t a Gaussian component's parameters

    Computes the loss function's gradient w.r.t a Gaussian component's parameters

    dist

    Mixture component

    returns

    gradient

  4. abstract def weightsGradient(weights: DenseVector[Double]): DenseVector[Double]

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    Computes the loss function's gradient with respect to the current weights vector

    Computes the loss function's gradient with respect to the current weights vector

    weights

    current weights vector

    returns

    gradient

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