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A simple function that calculates linear regression lines in Swift
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// | |
// main.swift | |
// LinearRegression | |
// | |
// Created by Thomas Ciha on 5/20/17. | |
// Copyright © 2017 Thomas Ciha. All rights reserved. | |
// | |
import Foundation | |
//write an algorithm that calculates a linear regression line for a set of data | |
func calculateLine(data: Double...) -> String{ | |
if(data.count % 2 != 0){ | |
return "Unable to calculate, missing a y-value" | |
} | |
var x = 0.0, y = 0.0, xy = 0.0, x2 = 0.0, m : Double, index = 0 | |
for value in data{ | |
if(index % 2 == 0){ //if even index, it's an x-value | |
x += value | |
xy += value * data[index + 1] | |
x2 += value * value | |
} | |
else { //if odd index, it's a y-value | |
y += value | |
} | |
index += 1 | |
} | |
let num_of_xy_pairs = Double(data.count / 2) | |
x /= num_of_xy_pairs | |
y /= num_of_xy_pairs | |
xy /= num_of_xy_pairs | |
x2 /= num_of_xy_pairs | |
m = round((x * y - xy) / ((x * x) - x2) * 1000) / 1000 | |
let b = round((y - m * x) * 1000) / 1000 | |
if(b < 0){ | |
return "y = \(m)x \(b)" | |
} | |
else{ | |
return "y = \(m)x + \(b)" | |
} | |
} | |
print(calculateLine(data: 17,23,123,7,4,6,9,10,11,12)) | |
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