shortcuts/stats/main.go

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2024-09-28 16:04:12 +00:00
package main
import (
"fmt"
"golang.org/x/exp/rand"
"gonum.org/v1/gonum/stat"
)
//go:export example
func Example() {
var (
xs = make([]float64, 100)
ys = make([]float64, 100)
weights []float64
)
line := func(x float64) float64 {
return 1 + 3*x
}
for i := range xs {
xs[i] = float64(i)
ys[i] = line(xs[i]) + 0.1*rand.NormFloat64()
}
// Do not force the regression line to pass through the origin.
origin := false
alpha, beta := stat.LinearRegression(xs, ys, weights, origin)
r2 := stat.RSquared(xs, ys, weights, alpha, beta)
fmt.Printf("Estimated offset is: %.6f\n", alpha)
fmt.Printf("Estimated slope is: %.6f\n", beta)
fmt.Printf("R^2: %.6f\n", r2)
}
func main() {
fmt.Println("Stats initialized")
}