Files
gonum/stat/distuv/inversegamma_test.go
Brendan Tracey 3be32e891f stat/distuv: add inverse gamma distribution (#471)
* stat/distuv: add inverse gamma distribution
2018-05-03 08:53:00 -06:00

55 lines
1.3 KiB
Go

// Copyright ©2018 The Gonum Authors. All rights reserved.
// Use of this source code is governed by a BSD-style
// license that can be found in the LICENSE file.
package distuv
import (
"sort"
"testing"
"golang.org/x/exp/rand"
"gonum.org/v1/gonum/floats"
)
func TestInverseGamma(t *testing.T) {
// Values extracted from a comparison with scipy
for _, test := range []struct {
x, alpha, want float64
}{
{0.9, 4.5, 0.050521067785046482},
{0.04, 45, 0.10550644842525572},
{20, 0.4, 0.0064691988681571536},
} {
pdf := InverseGamma{Alpha: test.alpha, Beta: 1}.Prob(test.x)
if !floats.EqualWithinAbsOrRel(pdf, test.want, 1e-10, 1e-10) {
t.Errorf("Pdf mismatch. Got %v, want %v", pdf, test.want)
}
}
src := rand.NewSource(1)
for i, g := range []InverseGamma{
{Alpha: 5.6, Beta: 0.5, Src: src},
{Alpha: 30, Beta: 1.7, Src: src},
{Alpha: 30.2, Beta: 1.7, Src: src},
} {
testInverseGamma(t, g, i)
}
}
func testInverseGamma(t *testing.T, f InverseGamma, i int) {
tol := 1e-2
const n = 1e6
const bins = 50
x := make([]float64, n)
generateSamples(x, f)
sort.Float64s(x)
testRandLogProbContinuous(t, i, 0, x, f, tol, bins)
checkMean(t, i, x, f, tol)
checkVarAndStd(t, i, x, f, 2e-2)
checkExKurtosis(t, i, x, f, 2e-1)
checkProbContinuous(t, i, x, f, 1e-3)
checkQuantileCDFSurvival(t, i, x, f, 5e-2)
}