Packages

object NonLinRegression extends ModelFactory

The NonLinRegression companion object provides factory methods for buidling perceptrons. Note, 'rescale' is defined in ModelFactory in Model.scala.

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ModelFactory, Error, AnyRef, Any
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Value Members

  1. def allForms(x: MatriD): MatriD

    Create all forms/terms for each row/point placing them in a new matrix.

    Create all forms/terms for each row/point placing them in a new matrix.

    x

    the original un-expanded input/data matrix

    Definition Classes
    ModelFactory
  2. def apply(x: MatriD, y: VectoD, f: FunctionP2S, b_init: VectorD, fname: Strings, hparam: HyperParameter): NonLinRegression

    Create a NonLinRegression with automatic rescaling from a data matrix and response vector.

    Create a NonLinRegression with automatic rescaling from a data matrix and response vector.

    x

    the data/input matrix

    y

    the response/output vector

    f

    the non-linear function f(x, b) to fit

    b_init

    the initial guess for the parameter vector b

    fname

    the feature/variable names

    hparam

    the hyper-parameters (currently has none)

  3. def apply(xy: MatriD, f: FunctionP2S, b_init: VectorD, fname: Strings = null, hparam: HyperParameter = null): NonLinRegression

    Create a NonLinRegression with automatic rescaling from a combined data matrix.

    Create a NonLinRegression with automatic rescaling from a combined data matrix.

    xy

    the combined data/input and response/output matrix

    f

    the non-linear function f(x, b) to fit

    b_init

    the initial guess for the parameter vector b

    fname

    the feature/variable names

    hparam

    the hyper-parameters (currently has none)

  4. val drp: (Null, Null)
  5. final def flaw(method: String, message: String): Unit
    Definition Classes
    Error
  6. def forms(xi: VectoD, k: Int, nt: Int): VectoD

    Given a vector/point 'v', compute the values for all of its forms/terms, returning them as a vector (assumes Regression with intercept).

    Given a vector/point 'v', compute the values for all of its forms/terms, returning them as a vector (assumes Regression with intercept). Override for expanded columns, e.g., QuadRegression.

    xi

    the vector/point (i-th row of x) for creating forms/terms

    k

    the number of features/predictor variables (not counting intercept)

    nt

    the number of terms

    Definition Classes
    ModelFactory
  7. def numTerms(k: Int): Int

    The number of terms/parameters in the model (assumes Regression with intercept.

    The number of terms/parameters in the model (assumes Regression with intercept. Override for expanded columns, e.g., QuadRegression.

    k

    the number of features/predictor variables (not counting intercept)

    Definition Classes
    ModelFactory
  8. def rescaleOff(): Unit

    Turn rescaling off.

    Turn rescaling off.

    Definition Classes
    ModelFactory
  9. def rescaleOn(): Unit

    Turn rescaling on.

    Turn rescaling on.

    Definition Classes
    ModelFactory