Trait

breeze.stats.distributions

HasConjugatePrior

Related Doc: package distributions

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trait HasConjugatePrior[Likelihood <: Density[T], T] extends ExponentialFamily[Likelihood, T]

Trait representing conjugate priors. See Dirichlet for an example.

Linear Supertypes
ExponentialFamily[Likelihood, T], AnyRef, Any
Known Subclasses
Bernoulli, ExpFam, Geometric
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Type Members

  1. abstract type ConjugatePrior <: Density[Parameter]

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  2. abstract type Parameter

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    Definition Classes
    ExponentialFamily

  3. abstract type SufficientStatistic <: distributions.SufficientStatistic[SufficientStatistic]

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    Definition Classes
    ExponentialFamily

Abstract Value Members

  1. abstract val conjugateFamily: ExponentialFamily[ConjugatePrior, Parameter]

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  2. abstract def distribution(p: Parameter): Likelihood

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    Definition Classes
    ExponentialFamily

  3. abstract def emptySufficientStatistic: SufficientStatistic

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    Definition Classes
    ExponentialFamily

  4. abstract def likelihoodFunction(stats: SufficientStatistic): DiffFunction[Parameter]

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    Definition Classes
    ExponentialFamily

  5. abstract def mle(stats: SufficientStatistic): Parameter

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    Definition Classes
    ExponentialFamily

  6. abstract def posterior(prior: Parameter, evidence: TraversableOnce[T]): Parameter

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    Gives a new parameter for this conjugate prior after observing the evidence.

    Gives a new parameter for this conjugate prior after observing the evidence. See Dirichlet for an example.

  7. abstract def predictive(parameter: Parameter): Density[T]

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    Returns a distribtution over T's after integrating out the intermediate distributions.

  8. abstract def sufficientStatisticFor(t: T): SufficientStatistic

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    Definition Classes
    ExponentialFamily

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

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  13. final def notify(): Unit

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  14. final def notifyAll(): Unit

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

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  16. def toString(): String

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  17. final def wait(): Unit

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

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

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Inherited from ExponentialFamily[Likelihood, T]

Inherited from AnyRef

Inherited from Any

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