stats

Type Members

trait Case[A, N] extends AnyRef
case class CaseAnd[A, B, N](left: Case[A, N], right: Case[B, N])(implicit field: Field[N]) extends Case[(A, B), N] with Product with Serializable
case class CaseAndGT[A, N](conjuncts: Iterable[Case[A, N]])(implicit evidence$1: Manifest[A], field: Field[N]) extends Case[List[A], N] with Product with Serializable
case class CaseGiven[A, B, N](c: Case[A, N], given: Case[B, N])(implicit field: Field[N]) extends Case[(A, B), N] with Product with Serializable
case class CaseIs[A, N](distribution: Distribution[A, N], v: A)(implicit field: Field[N]) extends Case[A, N] with Product with Serializable
case class CaseIsnt[A, N](distribution: Distribution[A, N], v: A)(implicit field: Field[N]) extends Case[A, N] with Product with Serializable
case class CaseOr[A, B, N](left: Case[A, N], right: Case[B, N])(implicit field: Field[N]) extends Case[(A, B), N] with Product with Serializable
case class ChiSquaredTest[M](tally: M, threshold: Double = 0.004)(implicit ev: LinearAlgebra[M, Int, Int, Double]) extends Product with Serializable
case class ConditionalProbabilityTable0[A, N](p: Map[A, N], name: String = "unnamed")(implicit evidence$4: Field[N], evidence$5: Order[N], evidence$6: Dist[N]) extends Distribution0[A, N] with Product with Serializable
case class ConditionalProbabilityTable2[A, G1, G2, N](p: Map[(G1, G2), Map[A, N]], name: String = "unnamed")(implicit evidence$7: Field[N], evidence$8: Order[N]) extends Distribution2[A, G1, G2, N] with Product with Serializable
trait Distribution[A, N] extends AnyRef
trait Distribution0[A, N] extends Distribution[A, N]
trait Distribution1[A, G1, N] extends Distribution[A, N]
trait Distribution2[A, G1, G2, N] extends Distribution[A, N]
case class EnrichedCaseGenTraversable[A, N](cgt: Iterable[Case[A, N]])(implicit evidence$1: Manifest[A], evidence$2: Field[N]) extends Product with Serializable
case class Factor[T, N](varList: Vector[Distribution[T, N]], values: Map[Vector[CaseIs[T, N]], N])(implicit evidence$10: Eq[T], evidence$11: Field[N], evidence$12: Order[N], evidence$13: ConvertableFrom[N]) extends Product with Serializable
case class Independence[T, N](X: Set[Distribution[T, N]], Z: Set[Distribution[T, N]], Y: Set[Distribution[T, N]])(implicit evidence$1: Eq[T], evidence$2: Field[N]) extends Product with Serializable

Read: "X is independent of Y given Z"
case class P[A, N](c: Case[A, N])(implicit evidence$1: Field[N]) extends Probability[N] with Product with Serializable
case class PMultiply[N](left: Probability[N], right: () ⇒ N)(implicit evidence$1: Field[N]) extends Probability[N] with Product with Serializable
trait Probability[N] extends () ⇒ N
case class TallyDistribution0[A, N](tally: Map[A, N], name: String = "unnamed")(implicit evidence$4: Field[N], evidence$5: Order[N]) extends Distribution0[A, N] with Product with Serializable
case class TallyDistribution1[A, G, N](tally: Map[(A, G), N], _name: String = "unnamed")(implicit evidence$6: Eq[G], evidence$7: Field[N], evidence$8: Order[N]) extends Distribution1[A, G, N] with Product with Serializable
case class UnknownDistribution0[A, N](values: IndexedSeq[A], name: String)(implicit evidence$1: Field[N], evidence$2: Order[N], evidence$3: Dist[N]) extends Distribution0[A, N] with Product with Serializable

Value Members

object CaseIs extends Serializable
object ConditionalProbabilityTable0 extends Serializable
object Distribution
object Factor extends Serializable
def H[A, N](X: Distribution[A, N])(implicit arg0: Manifest[A], arg1: Field[N], arg2: Eq[N], arg3: ConvertableFrom[N], convert: InformationConverter[Double]): UnittedQuantity[Information, Double]
object Independence extends Serializable
object TallyDistribution0 extends Serializable
object UnknownDistribution0 extends Serializable
def _reservoirSampleK[N](k: Int, i: Int, reservoir: List[N], xs: Stream[N]): Stream[List[N]]
def binaryDecision(yes: Rational): Distribution0[Boolean, Rational]
def coin(pHead: Rational = Rational(1, 2)): Distribution[Symbol, Rational]
implicit def enrichCaseGenTraversable[A, N](cgt: Iterable[Case[A, N]])(implicit arg0: Manifest[A], arg1: Field[N]): EnrichedCaseGenTraversable[A, N]
def entropy[A, N](X: Distribution[A, N])(implicit arg0: Manifest[A], arg1: Field[N], arg2: Eq[N], arg3: ConvertableFrom[N], convert: InformationConverter[Double]): UnittedQuantity[Information, Double]
def iffy[C, N](decision: Distribution0[Boolean, N], trueBranch: Distribution[C, N], falseBranch: Distribution[C, N])(implicit arg0: Eq[C], arg1: Field[N], arg2: Order[N], arg3: Dist[N]): Distribution0[C, N]
def log2[N](x: N)(implicit arg0: Field[N], arg1: ConvertableFrom[N]): Double
implicit val rationalProbabilityDist: Dist[Rational]
def reservoirSampleK[N](k: Int, xs: Stream[N]): Stream[List[N]]
def rootMeanSquareDeviation[C, X, D](data: C, estimator: (X) ⇒ X)(implicit finite: Finite[C, X], functor: Functor[C, X, X, D], agg: Aggregatable[D, X, X], field: Field[X], nroot: NRoot[X]): X

https://en.wikipedia.org/wiki/Root-mean-square_deviation
val sides: Vector[Symbol]
def square[N](x: N)(implicit arg0: Ring[N]): N
def standardDeviation[A, N](distribution: Distribution[A, N])(implicit arg0: NRoot[A], arg1: Field[A], arg2: Manifest[A], arg3: ConvertableTo[A], arg4: Field[N], arg5: Manifest[N], arg6: ConvertableFrom[N]): A

http://en.wikipedia.org/wiki/Standard_deviation
def stddev[A, N](distribution: Distribution[A, N])(implicit arg0: NRoot[A], arg1: Field[A], arg2: Manifest[A], arg3: ConvertableTo[A], arg4: Field[N], arg5: Manifest[N], arg6: ConvertableFrom[N]): A
def uniformDistribution[T](values: Seq[T], name: String): Distribution0[T, Rational]
def σ[A, N](distribution: Distribution[A, N])(implicit arg0: NRoot[A], arg1: Field[A], arg2: Manifest[A], arg3: ConvertableTo[A], arg4: Field[N], arg5: Manifest[N], arg6: ConvertableFrom[N]): A

package stats

Type Members

trait Case[A, N] extends AnyRef

case class CaseAnd[A, B, N](left: Case[A, N], right: Case[B, N])(implicit field: Field[N]) extends Case[(A, B), N] with Product with Serializable

case class CaseAndGT[A, N](conjuncts: Iterable[Case[A, N]])(implicit evidence$1: Manifest[A], field: Field[N]) extends Case[List[A], N] with Product with Serializable

case class CaseGiven[A, B, N](c: Case[A, N], given: Case[B, N])(implicit field: Field[N]) extends Case[(A, B), N] with Product with Serializable

case class CaseIs[A, N](distribution: Distribution[A, N], v: A)(implicit field: Field[N]) extends Case[A, N] with Product with Serializable

case class CaseIsnt[A, N](distribution: Distribution[A, N], v: A)(implicit field: Field[N]) extends Case[A, N] with Product with Serializable

case class CaseOr[A, B, N](left: Case[A, N], right: Case[B, N])(implicit field: Field[N]) extends Case[(A, B), N] with Product with Serializable

case class ChiSquaredTest[M](tally: M, threshold: Double = 0.004)(implicit ev: LinearAlgebra[M, Int, Int, Double]) extends Product with Serializable

case class ConditionalProbabilityTable0[A, N](p: Map[A, N], name: String = "unnamed")(implicit evidence$4: Field[N], evidence$5: Order[N], evidence$6: Dist[N]) extends Distribution0[A, N] with Product with Serializable

case class ConditionalProbabilityTable2[A, G1, G2, N](p: Map[(G1, G2), Map[A, N]], name: String = "unnamed")(implicit evidence$7: Field[N], evidence$8: Order[N]) extends Distribution2[A, G1, G2, N] with Product with Serializable

trait Distribution[A, N] extends AnyRef

trait Distribution0[A, N] extends Distribution[A, N]

trait Distribution1[A, G1, N] extends Distribution[A, N]

trait Distribution2[A, G1, G2, N] extends Distribution[A, N]

case class EnrichedCaseGenTraversable[A, N](cgt: Iterable[Case[A, N]])(implicit evidence$1: Manifest[A], evidence$2: Field[N]) extends Product with Serializable

case class Factor[T, N](varList: Vector[Distribution[T, N]], values: Map[Vector[CaseIs[T, N]], N])(implicit evidence$10: Eq[T], evidence$11: Field[N], evidence$12: Order[N], evidence$13: ConvertableFrom[N]) extends Product with Serializable

case class Independence[T, N](X: Set[Distribution[T, N]], Z: Set[Distribution[T, N]], Y: Set[Distribution[T, N]])(implicit evidence$1: Eq[T], evidence$2: Field[N]) extends Product with Serializable

case class P[A, N](c: Case[A, N])(implicit evidence$1: Field[N]) extends Probability[N] with Product with Serializable

case class PMultiply[N](left: Probability[N], right: () ⇒ N)(implicit evidence$1: Field[N]) extends Probability[N] with Product with Serializable

trait Probability[N] extends () ⇒ N

case class TallyDistribution0[A, N](tally: Map[A, N], name: String = "unnamed")(implicit evidence$4: Field[N], evidence$5: Order[N]) extends Distribution0[A, N] with Product with Serializable

case class TallyDistribution1[A, G, N](tally: Map[(A, G), N], _name: String = "unnamed")(implicit evidence$6: Eq[G], evidence$7: Field[N], evidence$8: Order[N]) extends Distribution1[A, G, N] with Product with Serializable

case class UnknownDistribution0[A, N](values: IndexedSeq[A], name: String)(implicit evidence$1: Field[N], evidence$2: Order[N], evidence$3: Dist[N]) extends Distribution0[A, N] with Product with Serializable

Value Members

object CaseIs extends Serializable

object ConditionalProbabilityTable0 extends Serializable

object Distribution

object Factor extends Serializable

def H[A, N](X: Distribution[A, N])(implicit arg0: Manifest[A], arg1: Field[N], arg2: Eq[N], arg3: ConvertableFrom[N], convert: InformationConverter[Double]): UnittedQuantity[Information, Double]

object Independence extends Serializable

object TallyDistribution0 extends Serializable

object UnknownDistribution0 extends Serializable

def _reservoirSampleK[N](k: Int, i: Int, reservoir: List[N], xs: Stream[N]): Stream[List[N]]

def binaryDecision(yes: Rational): Distribution0[Boolean, Rational]

def coin(pHead: Rational = Rational(1, 2)): Distribution[Symbol, Rational]

implicit def enrichCaseGenTraversable[A, N](cgt: Iterable[Case[A, N]])(implicit arg0: Manifest[A], arg1: Field[N]): EnrichedCaseGenTraversable[A, N]

def entropy[A, N](X: Distribution[A, N])(implicit arg0: Manifest[A], arg1: Field[N], arg2: Eq[N], arg3: ConvertableFrom[N], convert: InformationConverter[Double]): UnittedQuantity[Information, Double]

def iffy[C, N](decision: Distribution0[Boolean, N], trueBranch: Distribution[C, N], falseBranch: Distribution[C, N])(implicit arg0: Eq[C], arg1: Field[N], arg2: Order[N], arg3: Dist[N]): Distribution0[C, N]

def log2[N](x: N)(implicit arg0: Field[N], arg1: ConvertableFrom[N]): Double

implicit val rationalProbabilityDist: Dist[Rational]

def reservoirSampleK[N](k: Int, xs: Stream[N]): Stream[List[N]]

def rootMeanSquareDeviation[C, X, D](data: C, estimator: (X) ⇒ X)(implicit finite: Finite[C, X], functor: Functor[C, X, X, D], agg: Aggregatable[D, X, X], field: Field[X], nroot: NRoot[X]): X

val sides: Vector[Symbol]

def square[N](x: N)(implicit arg0: Ring[N]): N

def standardDeviation[A, N](distribution: Distribution[A, N])(implicit arg0: NRoot[A], arg1: Field[A], arg2: Manifest[A], arg3: ConvertableTo[A], arg4: Field[N], arg5: Manifest[N], arg6: ConvertableFrom[N]): A

def stddev[A, N](distribution: Distribution[A, N])(implicit arg0: NRoot[A], arg1: Field[A], arg2: Manifest[A], arg3: ConvertableTo[A], arg4: Field[N], arg5: Manifest[N], arg6: ConvertableFrom[N]): A

def uniformDistribution[T](values: Seq[T], name: String): Distribution0[T, Rational]

def σ[A, N](distribution: Distribution[A, N])(implicit arg0: NRoot[A], arg1: Field[A], arg2: Manifest[A], arg3: ConvertableTo[A], arg4: Field[N], arg5: Manifest[N], arg6: ConvertableFrom[N]): A

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Inherited from Any

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