/home/kueuepay/public_html/vendor/markbaker/matrix/classes/src/Decomposition/QR.php
<?php

namespace Matrix\Decomposition;

use Matrix\Exception;
use Matrix\Matrix;

class QR
{
    private $qrMatrix;
    private $rows;
    private $columns;

    private $rDiagonal = [];

    public function __construct(Matrix $matrix)
    {
        $this->qrMatrix = $matrix->toArray();
        $this->rows = $matrix->rows;
        $this->columns = $matrix->columns;

        $this->decompose();
    }

    public function getHouseholdVectors(): Matrix
    {
        $householdVectors = [];
        for ($row = 0; $row < $this->rows; ++$row) {
            for ($column = 0; $column < $this->columns; ++$column) {
                if ($row >= $column) {
                    $householdVectors[$row][$column] = $this->qrMatrix[$row][$column];
                } else {
                    $householdVectors[$row][$column] = 0.0;
                }
            }
        }

        return new Matrix($householdVectors);
    }

    public function getQ(): Matrix
    {
        $qGrid = [];

        $rowCount = $this->rows;
        for ($k = $this->columns - 1; $k >= 0; --$k) {
            for ($i = 0; $i < $this->rows; ++$i) {
                $qGrid[$i][$k] = 0.0;
            }
            $qGrid[$k][$k] = 1.0;
            if ($this->columns > $this->rows) {
                $qGrid = array_slice($qGrid, 0, $this->rows);
            }

            for ($j = $k; $j < $this->columns; ++$j) {
                if (isset($this->qrMatrix[$k], $this->qrMatrix[$k][$k]) && $this->qrMatrix[$k][$k] != 0.0) {
                    $s = 0.0;
                    for ($i = $k; $i < $this->rows; ++$i) {
                        $s += $this->qrMatrix[$i][$k] * $qGrid[$i][$j];
                    }
                    $s = -$s / $this->qrMatrix[$k][$k];
                    for ($i = $k; $i < $this->rows; ++$i) {
                        $qGrid[$i][$j] += $s * $this->qrMatrix[$i][$k];
                    }
                }
            }
        }

        array_walk(
            $qGrid,
            function (&$row) use ($rowCount) {
                $row = array_reverse($row);
                $row = array_slice($row, 0, $rowCount);
            }
        );

        return new Matrix($qGrid);
    }

    public function getR(): Matrix
    {
        $rGrid = [];

        for ($row = 0; $row < $this->columns; ++$row) {
            for ($column = 0; $column < $this->columns; ++$column) {
                if ($row < $column) {
                    $rGrid[$row][$column] = $this->qrMatrix[$row][$column] ?? 0.0;
                } elseif ($row === $column) {
                    $rGrid[$row][$column] = $this->rDiagonal[$row] ?? 0.0;
                } else {
                    $rGrid[$row][$column] = 0.0;
                }
            }
        }

        if ($this->columns > $this->rows) {
            $rGrid = array_slice($rGrid, 0, $this->rows);
        }

        return new Matrix($rGrid);
    }

    private function hypo($a, $b): float
    {
        if (abs($a) > abs($b)) {
            $r = $b / $a;
            $r = abs($a) * sqrt(1 + $r * $r);
        } elseif ($b != 0.0) {
            $r = $a / $b;
            $r = abs($b) * sqrt(1 + $r * $r);
        } else {
            $r = 0.0;
        }

        return $r;
    }

    /**
     * QR Decomposition computed by Householder reflections.
     */
    private function decompose(): void
    {
        for ($k = 0; $k < $this->columns; ++$k) {
            // Compute 2-norm of k-th column without under/overflow.
            $norm = 0.0;
            for ($i = $k; $i < $this->rows; ++$i) {
                $norm = $this->hypo($norm, $this->qrMatrix[$i][$k]);
            }
            if ($norm != 0.0) {
                // Form k-th Householder vector.
                if ($this->qrMatrix[$k][$k] < 0.0) {
                    $norm = -$norm;
                }
                for ($i = $k; $i < $this->rows; ++$i) {
                    $this->qrMatrix[$i][$k] /= $norm;
                }
                $this->qrMatrix[$k][$k] += 1.0;
                // Apply transformation to remaining columns.
                for ($j = $k + 1; $j < $this->columns; ++$j) {
                    $s = 0.0;
                    for ($i = $k; $i < $this->rows; ++$i) {
                        $s += $this->qrMatrix[$i][$k] * $this->qrMatrix[$i][$j];
                    }
                    $s = -$s / $this->qrMatrix[$k][$k];
                    for ($i = $k; $i < $this->rows; ++$i) {
                        $this->qrMatrix[$i][$j] += $s * $this->qrMatrix[$i][$k];
                    }
                }
            }
            $this->rDiagonal[$k] = -$norm;
        }
    }

    public function isFullRank(): bool
    {
        for ($j = 0; $j < $this->columns; ++$j) {
            if ($this->rDiagonal[$j] == 0.0) {
                return false;
            }
        }

        return true;
    }

    /**
     * Least squares solution of A*X = B.
     *
     * @param Matrix $B a Matrix with as many rows as A and any number of columns
     *
     * @throws Exception
     *
     * @return Matrix matrix that minimizes the two norm of Q*R*X-B
     */
    public function solve(Matrix $B): Matrix
    {
        if ($B->rows !== $this->rows) {
            throw new Exception('Matrix row dimensions are not equal');
        }

        if (!$this->isFullRank()) {
            throw new Exception('Can only perform this operation on a full-rank matrix');
        }

        // Compute Y = transpose(Q)*B
        $Y = $this->getQ()->transpose()
            ->multiply($B);
        // Solve R*X = Y;
        return $this->getR()->inverse()
            ->multiply($Y);
    }
}
Payment System
top

Simple Steps to Complete Your Payment Securely and Efficiently

Making a payment on our website is quick and secure. Start by logging in or creating an account. Select your preferred payment method, input the required details, and review the information. Once you confirm everything is correct, click on the "Submit Payment" button. You’ll receive instant confirmation and can track your payment status through your account dashboard. It’s an easy and secure process.

  • Go to the Payment Section: Access the payment area on our website or app.
  • Choose Your Payment Method: Select your preferred payment option.
  • Enter Payment Details: Provide the necessary payment information.
  • Verify Your Information: Check that all details are correct.
  • Confirm Your Payment: Click "Submit Payment" to complete the transaction.
img