Created
February 2, 2015 22:59
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Golang least squares method
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package main | |
import "fmt" | |
type Point struct { | |
x float64 | |
y float64 | |
} | |
func LeastSquaresMethod(points *[]Point) (a float64, b float64){ | |
// http://ja.wikipedia.org/wiki/%E6%9C%80%E5%B0%8F%E4%BA%8C%E4%B9%97%E6%B3%95 | |
n := float64(len(*points)) | |
sumX := 0.0 | |
sumY := 0.0 | |
sumXY := 0.0 | |
sumXX := 0.0 | |
for _, p := range *points{ | |
sumX += p.x | |
sumY += p.y | |
sumXY += p.x * p.y | |
sumXX += p.x * p.x | |
} | |
base := (n * sumXX - sumX * sumX) | |
a = (n * sumXY - sumX * sumY) / base | |
b = (sumXX * sumY - sumXY * sumX) / base | |
return a, b | |
} | |
func main() { | |
points := make([]Point, 0) | |
points = append(points, Point{x:0.0, y:1.0,}) | |
points = append(points, Point{x:0.1, y:1.5,}) | |
points = append(points, Point{x:0.2, y:2.0,}) | |
points = append(points, Point{x:0.3, y:2.5,}) | |
points = append(points, Point{x:0.4, y:3.0,}) | |
points = append(points, Point{x:0.5, y:3.5,}) | |
points = append(points, Point{x:0.6, y:4.0,}) | |
a, b := LeastSquaresMethod(&points) | |
fmt.Println(a) | |
fmt.Println(b) | |
} |
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