c

breeze.optimize

BacktrackingLineSearch

class BacktrackingLineSearch extends ApproximateLineSearch

Implements the Backtracking Linesearch like that in LBFGS-C (which is (c) 2007-2010 Naoaki Okazaki under BSD)

Basic idea is that we need to find an alpha that is sufficiently smaller than f(0), and also possibly requiring that the slope of f decrease by the right amount (wolfe conditions)

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  1. BacktrackingLineSearch
  2. ApproximateLineSearch
  3. MinimizingLineSearch
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Instance Constructors

  1. new BacktrackingLineSearch(initfval: Double, maxIterations: Int = 20, shrinkStep: Double = 0.5, growStep: Double = 2.1, cArmijo: Double = 1E-4, cWolfe: Double = 0.9, minAlpha: Double = 1E-10, maxAlpha: Double = 1E10, enforceWolfeConditions: Boolean = true, enforceStrongWolfeConditions: Boolean = true)

Type Members

  1. final case class State (alpha: Double, value: Double, deriv: Double) extends Product with Serializable
    Definition Classes
    ApproximateLineSearch

Value Members

  1. final def !=(arg0: Any): Boolean
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  2. final def ##(): Int
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  3. final def ==(arg0: Any): Boolean
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  4. final def asInstanceOf[T0]: T0
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  5. def clone(): AnyRef
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  6. final def eq(arg0: AnyRef): Boolean
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  7. def equals(arg0: Any): Boolean
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  8. def finalize(): Unit
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  9. final def getClass(): Class[_]
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  10. def hashCode(): Int
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  11. final def isInstanceOf[T0]: Boolean
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  12. def iterations(f: DiffFunction[Double], init: Double = 1.0): Iterator[State]
  13. def minimize(f: DiffFunction[Double], init: Double = 1.0): Double
  14. final def ne(arg0: AnyRef): Boolean
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  15. final def notify(): Unit
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  16. final def notifyAll(): Unit
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  17. final def synchronized[T0](arg0: ⇒ T0): T0
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  18. def toString(): String
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  19. final def wait(): Unit
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  20. final def wait(arg0: Long, arg1: Int): Unit
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  21. final def wait(arg0: Long): Unit
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Inherited from ApproximateLineSearch

Inherited from MinimizingLineSearch

Inherited from AnyRef

Inherited from Any

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