org.kramerlab.autoencoder.math.optimization

CG_Rasmussen2_WithTermination

case class CG_Rasmussen2_WithTermination(minimumInterpolation: Double = 0.1, maximumExtrapolation: Double = 3.0, maximumEvaluationsPerLineSearch: Int = 20, ratio: Double = 10, sigma: Double = 0.1, rho: Double = 0.05) extends Minimizer with Product with Serializable

Rasmussen's minimize.m reimplementation. Same code as in CG_Rasmussen2, but with termination criteria and solution selectors.

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Instance Constructors

  1. new CG_Rasmussen2_WithTermination(minimumInterpolation: Double = 0.1, maximumExtrapolation: Double = 3.0, maximumEvaluationsPerLineSearch: Int = 20, ratio: Double = 10, sigma: Double = 0.1, rho: Double = 0.05)

Value Members

  1. final def !=(arg0: AnyRef): Boolean

    Definition Classes
    AnyRef
  2. final def !=(arg0: Any): Boolean

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  3. final def ##(): Int

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    AnyRef → Any
  4. final def ==(arg0: AnyRef): Boolean

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  5. final def ==(arg0: Any): Boolean

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  6. final def asInstanceOf[T0]: T0

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  7. def clone(): AnyRef

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    @throws( ... )
  8. final def eq(arg0: AnyRef): Boolean

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  9. val expectedReduction: Int

  10. def finalize(): Unit

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    @throws( classOf[java.lang.Throwable] )
  11. final def getClass(): Class[_]

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  12. final def isInstanceOf[T0]: Boolean

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  13. def manimize[V <: VectorSpace[V]](f: DifferentiableFunction[V], start: V): V

    Definition Classes
    Minimizer
  14. val maximumEvaluationsPerLineSearch: Int

  15. val maximumExtrapolation: Double

  16. def minimize[V <: VectorSpace[V]](f: DifferentiableFunction[V], startPoint: V, progressObservers: List[Observer[V]]): V

    Finds a local minimum for a differentiable function f using it's values and gradient.

    Finds a local minimum for a differentiable function f using it's values and gradient.

    Definition Classes
    CG_Rasmussen2_WithTerminationMinimizer
  17. def minimize[V <: VectorSpace[V], Fitness](f: DifferentiableFunction[V], startPoint: V, terminationCriterion: TerminationCriterion[V, (Int, Int)], resultSelector: ResultSelector[V, Fitness], progressObservers: List[Observer[V]])(implicit arg0: Ordering[Fitness]): V

    If implemented, this minimization method can be used in order to use the minimization process as a source of possible candidate solutions, where the actual solution is not the one that minimizes f, but some other point, that maximizes some other fitness function.

    If implemented, this minimization method can be used in order to use the minimization process as a source of possible candidate solutions, where the actual solution is not the one that minimizes f, but some other point, that maximizes some other fitness function. This can be very useful for learning algorithms where the candidate solutions are tested on a separate validation set in order to avoid overfitting. In general, this method just throws UnsupportedOperationException.

    Definition Classes
    CG_Rasmussen2_WithTerminationMinimizer
  18. val minimumInterpolation: Double

  19. final def ne(arg0: AnyRef): Boolean

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    AnyRef
  20. final def notify(): Unit

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    AnyRef
  21. final def notifyAll(): Unit

    Definition Classes
    AnyRef
  22. val ratio: Double

  23. val rho: Double

  24. val sigma: Double

  25. final def synchronized[T0](arg0: ⇒ T0): T0

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  26. final def wait(): Unit

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  27. final def wait(arg0: Long, arg1: Int): Unit

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  28. final def wait(arg0: Long): Unit

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