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// Copyright 2015 The Go 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 stats
import (
"math"
"github.com/aclements/go-moremath/mathx"
)
// A TDist is a Student's t-distribution with V degrees of freedom.
type TDist struct {
V float64
}
func lgamma(x float64) float64 {
y, _ := math.Lgamma(x)
return y
}
func (t TDist) PDF(x float64) float64 {
return math.Exp(lgamma((t.V+1)/2)-lgamma(t.V/2)) /
math.Sqrt(t.V*math.Pi) * math.Pow(1+(x*x)/t.V, -(t.V+1)/2)
}
func (t TDist) CDF(x float64) float64 {
if x == 0 {
return 0.5
} else if x > 0 {
return 1 - 0.5*mathx.BetaInc(t.V/(t.V+x*x), t.V/2, 0.5)
} else if x < 0 {
return 1 - t.CDF(-x)
} else {
return math.NaN()
}
}
func (t TDist) Bounds() (float64, float64) {
return -4, 4
}