当前路径:Classes/PHPExcel/Shared/JAMA/SingularValueDecomposition.php <?php /** * @package JAMA * * For an m-by-n matrix A with m >= n, the singular value decomposition is * an m-by-n orthogonal matrix U, an n-by-n diagonal matrix S, and * an n-by-n orthogonal matrix V so that A = U*S*V'. * * The singular values, sigma[$k] = S[$k][$k], are ordered so that * sigma[0] >= sigma[1] >= ... >= sigma[n-1]. * * The singular value decompostion always exists, so the constructor will * never fail. The matrix condition number and the effective numerical * rank can be computed from this decomposition. * * @author Paul Meagher * @license PHP v3.0 * @version 1.1 */ class SingularValueDecomposition { /** * Internal storage of U. * @var array */ private $U = array(); /** * Internal storage of V. * @var array */ private $V = array(); /** * Internal storage of singular values. * @var array */ private $s = array(); /** * Row dimension. * @var int */ private $m; /** * Column dimension. * @var int */ private $n; /** * Construct the singular value decomposition * * Derived from LINPACK code. * * @param $A Rectangular matrix * @return Structure to access U, S and V. */ public function __construct($Arg) { // Initialize. $A = $Arg->getArrayCopy(); $this->m = $Arg->getRowDimension(); $this->n = $Arg->getColumnDimension(); $nu = min($this->m, $this->n); $e = array(); $work = array(); $wantu = true; $wantv = true; $nct = min($this->m - 1, $this->n); $nrt = max(0, min($this->n - 2, $this->m)); // Reduce A to bidiagonal form, storing the diagonal elements // in s and the super-diagonal elements in e. for ($k = 0; $k < max($nct, $nrt); ++$k) { if ($k < $nct) { // Compute the transformation for the k-th column and // place the k-th diagonal in s[$k]. // Compute 2-norm of k-th column without under/overflow. $this->s[$k] = 0; for ($i = $k; $i < $this->m; ++$i) { $this->s[$k] = hypo($this->s[$k], $A[$i][$k]); } if ($this->s[$k] != 0.0) { if ($A[$k][$k] < 0.0) { $this->s[$k] = -$this->s[$k]; } for ($i = $k; $i < $this->m; ++$i) { $A[$i][$k] /= $this->s[$k]; } $A[$k][$k] += 1.0; } $this->s[$k] = -$this->s[$k]; } for ($j = $k + 1; $j < $this->n; ++$j) { if (($k < $nct) & ($this->s[$k] != 0.0)) { // Apply the transformation. $t = 0; for ($i = $k; $i < $this->m; ++$i) { $t += $A[$i][$k] * $A[$i][$j]; } $t = -$t / $A[$k][$k]; for ($i = $k; $i < $this->m; ++$i) { $A[$i][$j] += $t * $A[$i][$k]; } // Place the k-th row of A into e for the // subsequent calculation of the row transformation. $e[$j] = $A[$k][$j]; } } if ($wantu and ($k < $nct)) { // Place the transformation in U for subsequent back // multiplication. for ($i = $k; $i < $this->m; ++$i) { $this->U[$i][$k] = $A[$i]...
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地址:北京市海淀区大恒科技大厦五层 邮编:100080
Floor 5th,Daheng Building,Zhongguancun,Beijing,China,100080
51Aspx.com 版权所有 CopyRight © 2006-2023. 京ICP备09089570号 | 京公网安备11010702000869号