case class MonixTangentFiniteDistribution[State](nodeCoeffSeq: NodeCoeffSeq[State, Double], varWeight: Double, baseState: State)(implicit sd: StateDistribution[State, FiniteDistribution]) extends GenMonixFiniteDistribution[State] with Product with Serializable
resolving a general specification of a recursive generative model as finite distributions, depending on truncation;
the coefficients of the various generator nodes should be Double
- State
scala type of the initial state
- nodeCoeffSeq
the various generator nodes with coefficients for various random variables and families
- sd
finite distributions from the initial state corresponding to random variables and families
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- MonixTangentFiniteDistribution
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- Equals
- GenMonixFiniteDistribution
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Instance Constructors
- new MonixTangentFiniteDistribution(nodeCoeffSeq: NodeCoeffSeq[State, Double], varWeight: Double, baseState: State)(implicit sd: StateDistribution[State, FiniteDistribution])
- nodeCoeffSeq
the various generator nodes with coefficients for various random variables and families
- sd
finite distributions from the initial state corresponding to random variables and families
Value Members
- val baseState: State
- def baseVal[Y](rd: RandomVar[Y]): Task[FiniteDistribution[Y]]
- def mapsSum[X, Y](first: Map[X, FiniteDistribution[Y]], second: Map[X, FiniteDistribution[Y]]): Map[X, FiniteDistribution[Y]]
- Definition Classes
- GenMonixFiniteDistribution
- def nodeCoeffDist[Y](initState: State)(nodeCoeffs: NodeCoeffs[State, Double, HNil, Y], epsilon: Double): Task[FiniteDistribution[Y]]
- Definition Classes
- GenMonixFiniteDistribution
- def nodeCoeffFamilyDist[Dom <: HList, Y](initState: State)(nodeCoeffs: NodeCoeffs[State, Double, Dom, Y], epsilon: Double)(arg: Dom): Task[FiniteDistribution[Y]]
- Definition Classes
- GenMonixFiniteDistribution
- val nodeCoeffSeq: NodeCoeffSeq[State, Double]
- def nodeDist[Y](tangentState: State)(generatorNode: GeneratorNode[Y], epsilon: Double): Task[FiniteDistribution[Y]]
recursively determines the finite distribution given a generator node; the main work is done here
recursively determines the finite distribution given a generator node; the main work is done here
- Y
values of the corresponding random variable
- tangentState
initial state
- generatorNode
generator node to resolve
- epsilon
cutoff
- returns
distribution corresponding to the
outputrandom variable
- Definition Classes
- MonixTangentFiniteDistribution → GenMonixFiniteDistribution
- def nodeFamilyDist[Dom <: HList, Y](initState: State)(generatorNodeFamily: GeneratorNodeFamily[Dom, Y], baseDist: Task[FiniteDistribution[Dom]], epsilon: Double): Task[Map[Dom, FiniteDistribution[Y]]]
- Definition Classes
- GenMonixFiniteDistribution
- def nodeFamilyDistFunc[Dom <: HList, Y](initState: State)(generatorNodeFamily: GeneratorNodeFamily[Dom, Y], epsilon: Double)(arg: Dom): Task[FiniteDistribution[Y]]
- Definition Classes
- GenMonixFiniteDistribution
- def productElementNames: Iterator[String]
- Definition Classes
- Product
- def updateAll(dataSeq: Seq[Value[_ <: HList, _, Double]]): MonixFiniteDistribution[State]
update coefficients, to be used in complex islands
update coefficients, to be used in complex islands
- dataSeq
the new coefficients
- returns
MonixFiniteDistribution with updated coefficients
- def varDist[Y](initState: State)(randomVar: RandomVar[Y], epsilon: Double, limit: FiniteDuration = 3.minutes): Task[FiniteDistribution[Y]]
finite distribution for a random variable
finite distribution for a random variable
- Y
values of the random variable
- initState
initial state
- randomVar
random variable whose distribution is returned
- epsilon
cutoff
- returns
finite distribution for the given random variable
- Definition Classes
- GenMonixFiniteDistribution
- def varFamilyDistFunc[RDom <: HList, Y](initState: State)(randomVarFmly: RandomVarFamily[RDom, Y], epsilon: Double)(arg: RDom): Task[FiniteDistribution[Y]]
- Definition Classes
- GenMonixFiniteDistribution
- def varListDist[Dom <: HList](initState: State)(vl: RandomVarList[Dom], epsilon: Double): Task[FiniteDistribution[Dom]]
finite distribution for a list of random variables
finite distribution for a list of random variables
- Dom
the
HListgiving the type of the variable list- initState
initial state
- vl
list of random variables
- epsilon
cutoff
- returns
finite distribution of
Dom
- Definition Classes
- GenMonixFiniteDistribution
- val varWeight: Double