Safe Haskell	None

HLearn.Models.Distributions.KernelDensityEstimator

Documentation

data KDEParams prob Source

Constructors

KDEParams
Fields bandwidth :: KDEBandwidth prob samplePoints :: Vector prob These data points must be sorted from smallest to largest kernel :: KernelBox prob

Instances

(Eq prob, Unbox prob) => Eq (KDEParams prob)
(Eq (KDEParams prob), Ord prob, Unbox prob) => Ord (KDEParams prob)
(Show prob, Unbox prob) => Show (KDEParams prob)
NFData prob => NFData (KDEParams prob)
HomTrainer (KDEParams Double) Int (KDE Double)
(Semigroup (KDE prob), Monoid (KDE prob), Model (KDEParams prob) (KDE prob), Eq prob, Fractional prob, Unbox prob) => HomTrainer (KDEParams prob) prob (KDE prob)
(Eq prob, Num prob, Unbox prob) => Model (KDEParams prob) (KDE prob)
Morphism (Categorical Int Double) (KDEParams Double) (KDE Double)

data KDEBandwidth prob Source

Constructors

Constant prob
Variable (prob -> prob)

Instances

Eq prob => Eq (KDEBandwidth prob)
(Eq (KDEBandwidth prob), Ord prob) => Ord (KDEBandwidth prob)
Show prob => Show (KDEBandwidth prob)
NFData prob => NFData (KDEBandwidth prob)

type KDE prob = RegSG2Group (KDE' prob)Source

data KDE' prob Source

Constructors

KDE'
Fields params :: KDEParams prob n :: prob sampleVals :: Vector prob

Instances

(Num prob, Unbox prob) => LeftOperator prob (KDE' prob)
(Num prob, Unbox prob) => RightOperator prob (KDE' prob)
(Eq prob, Unbox prob) => Eq (KDE' prob)
(Eq (KDE' prob), Ord prob, Unbox prob) => Ord (KDE' prob)
(Show prob, Unbox prob) => Show (KDE' prob)
(Eq prob, Num prob, Unbox prob) => Semigroup (KDE' prob)
(Semigroup (KDE' prob), Eq prob, Num prob, Unbox prob) => RegularSemigroup (KDE' prob)
NFData prob => NFData (KDE' prob)
PlottableDistribution (KDE Double)
(Ord prob, Fractional prob, Unbox prob) => Distribution (KDE prob) prob prob
HomTrainer (KDEParams Double) Int (KDE Double)
(Semigroup (KDE prob), Monoid (KDE prob), Model (KDEParams prob) (KDE prob), Eq prob, Fractional prob, Unbox prob) => HomTrainer (KDEParams prob) prob (KDE prob)
(Eq prob, Num prob, Unbox prob) => Model (KDEParams prob) (KDE prob)
Morphism (Categorical Int Double) (KDEParams Double) (KDE Double)

genSamplePoints :: (Fractional prob, Unbox prob) => Int -> Int -> Int -> Vector probSource

data Uniform Source

Constructors

Uniform

Instances

Read Uniform
Show Uniform
(Fractional num, Ord num) => Kernel Uniform num

data Triangular Source

Constructors

Triangular

Instances

Read Triangular
Show Triangular
(Fractional num, Ord num) => Kernel Triangular num

data Epanechnikov Source

Constructors

Epanechnikov

Instances

Read Epanechnikov
Show Epanechnikov
(Fractional num, Ord num) => Kernel Epanechnikov num

data Quartic Source

Constructors

Quartic

Instances

Read Quartic
Show Quartic
(Fractional num, Ord num) => Kernel Quartic num

data Triweight Source

Constructors

Triweight

Instances

Read Triweight
Show Triweight
(Fractional num, Ord num) => Kernel Triweight num

data Tricube Source

Constructors

Tricube

Instances

Read Tricube
Show Tricube
(Fractional num, Ord num) => Kernel Tricube num

data Gaussian Source

Constructors

Gaussian

Instances

Read Gaussian
Show Gaussian
(Floating num, Ord num) => Kernel Gaussian num

data Cosine Source

Constructors

Cosine

Instances

Read Cosine
Show Cosine
(Floating num, Ord num) => Kernel Cosine num

data KernelBox num whereSource

Constructors

KernelBox :: (Kernel kernel num, Show kernel) => kernel -> KernelBox num

Instances

Eq (KernelBox num)
Eq (KernelBox num) => Ord (KernelBox num)
Show (KernelBox num)
NFData (KernelBox num)
Kernel (KernelBox num) num