<?php

declare (strict_types = 1);

namespace tests\Regression;

use Phpml\Regression\LeastSquares;

class LeastSquaresTest extends \PHPUnit_Framework_TestCase
{
    public function testPredictSingleFeatureSamples()
    {
        $delta = 0.01;

        //https://www.easycalculation.com/analytical/learn-least-square-regression.php
        $samples = [[1, 60], [1, 61], [1, 62], [1, 63], [1, 65]];
        $targets = [[3.1], [3.6], [3.8], [4], [4.1]];

        $regression = new LeastSquares();
        $regression->train($samples, $targets);

        $this->assertEquals(4.06, $regression->predict([64]), '', $delta);

        //http://www.stat.wmich.edu/s216/book/node127.html
        $samples = [[1 ,9300], [1, 10565], [1, 15000], [1, 15000], [1, 17764], [1, 57000], [1, 65940], [1, 73676], [1, 77006], [1, 93739], [1, 146088], [1, 153260]];
        $targets = [[7100], [15500], [4400], [4400], [5900], [4600], [8800], [2000], [2750], [2550],  [960], [1025]];

        $regression = new LeastSquares();
        $regression->train($samples, $targets);

        $this->assertEquals(7659.35, $regression->predict([9300]), '', $delta);
        $this->assertEquals(5213.81, $regression->predict([57000]), '', $delta);
        $this->assertEquals(4188.13, $regression->predict([77006]), '', $delta);
        $this->assertEquals(7659.35, $regression->predict([9300]), '', $delta);
        $this->assertEquals(278.66, $regression->predict([153260]), '', $delta);
    }

    public function testPredictMultiFeaturesSamples()
    {
        $delta = 1;

        //http://www.stat.wmich.edu/s216/book/node129.html
        $samples = [[1,  73676, 1996],[1,  77006, 1998],[1,  10565, 2000],[1, 146088, 1995],[1,  15000, 2001],[1,  65940, 2000],[1,   9300, 2000],[1,  93739, 1996],[1, 153260, 1994],[1,  17764, 2002],[1,  57000, 1998],[1,  15000, 2000]];
        $targets = [[2000], [ 2750], [15500], [  960], [ 4400], [ 8800], [ 7100], [ 2550], [ 1025], [ 5900], [ 4600], [ 4400]];

        $regression = new LeastSquares();
        $regression->train($samples, $targets);

        $this->assertEquals(4094, $regression->predict([60000, 1996]), '', $delta);
    }

}