| 
									
										
										
										
											2010-08-26 19:14:53 +00:00
										 |  |  | <?php | 
					
						
							|  |  |  | /** | 
					
						
							| 
									
										
										
										
											2015-05-12 09:22:06 +00:00
										 |  |  |  *    @package JAMA | 
					
						
							| 
									
										
										
										
											2010-08-26 19:14:53 +00:00
										 |  |  |  * | 
					
						
							| 
									
										
										
										
											2015-05-12 09:22:06 +00:00
										 |  |  |  *    For an m-by-n matrix A with m >= n, the QR decomposition is an m-by-n | 
					
						
							|  |  |  |  *    orthogonal matrix Q and an n-by-n upper triangular matrix R so that | 
					
						
							|  |  |  |  *    A = Q*R. | 
					
						
							| 
									
										
										
										
											2010-08-26 19:14:53 +00:00
										 |  |  |  * | 
					
						
							| 
									
										
										
										
											2015-05-12 09:22:06 +00:00
										 |  |  |  *    The QR decompostion always exists, even if the matrix does not have | 
					
						
							|  |  |  |  *    full rank, so the constructor will never fail.  The primary use of the | 
					
						
							|  |  |  |  *    QR decomposition is in the least squares solution of nonsquare systems | 
					
						
							|  |  |  |  *    of simultaneous linear equations.  This will fail if isFullRank() | 
					
						
							|  |  |  |  *    returns false. | 
					
						
							| 
									
										
										
										
											2010-08-26 19:14:53 +00:00
										 |  |  |  * | 
					
						
							| 
									
										
										
										
											2015-05-12 09:22:06 +00:00
										 |  |  |  *    @author  Paul Meagher | 
					
						
							|  |  |  |  *    @license PHP v3.0 | 
					
						
							|  |  |  |  *    @version 1.1 | 
					
						
							| 
									
										
										
										
											2010-08-26 19:14:53 +00:00
										 |  |  |  */ | 
					
						
							| 
									
										
										
										
											2010-12-02 17:56:33 +00:00
										 |  |  | class PHPExcel_Shared_JAMA_QRDecomposition { | 
					
						
							|  |  |  | 
 | 
					
						
							| 
									
										
										
										
											2015-05-12 09:22:06 +00:00
										 |  |  |     const MatrixRankException    = "Can only perform operation on full-rank matrix."; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Array for internal storage of decomposition. | 
					
						
							|  |  |  |      *    @var array | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     private $QR = array(); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Row dimension. | 
					
						
							|  |  |  |      *    @var integer | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     private $m; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |     *    Column dimension. | 
					
						
							|  |  |  |     *    @var integer | 
					
						
							|  |  |  |     */ | 
					
						
							|  |  |  |     private $n; | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Array for internal storage of diagonal of R. | 
					
						
							|  |  |  |      *    @var  array | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     private $Rdiag = array(); | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    QR Decomposition computed by Householder reflections. | 
					
						
							|  |  |  |      * | 
					
						
							|  |  |  |      *    @param matrix $A Rectangular matrix | 
					
						
							|  |  |  |      *    @return Structure to access R and the Householder vectors and compute Q. | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     public function __construct($A) { | 
					
						
							| 
									
										
										
										
											2015-05-13 10:27:01 +00:00
										 |  |  |         if ($A instanceof PHPExcel_Shared_JAMA_Matrix) { | 
					
						
							| 
									
										
										
										
											2015-05-12 09:22:06 +00:00
										 |  |  |             // Initialize.
 | 
					
						
							|  |  |  |             $this->QR = $A->getArrayCopy(); | 
					
						
							|  |  |  |             $this->m  = $A->getRowDimension(); | 
					
						
							|  |  |  |             $this->n  = $A->getColumnDimension(); | 
					
						
							|  |  |  |             // Main loop.
 | 
					
						
							|  |  |  |             for ($k = 0; $k < $this->n; ++$k) { | 
					
						
							|  |  |  |                 // Compute 2-norm of k-th column without under/overflow.
 | 
					
						
							|  |  |  |                 $nrm = 0.0; | 
					
						
							|  |  |  |                 for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                     $nrm = hypo($nrm, $this->QR[$i][$k]); | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |                 if ($nrm != 0.0) { | 
					
						
							|  |  |  |                     // Form k-th Householder vector.
 | 
					
						
							|  |  |  |                     if ($this->QR[$k][$k] < 0) { | 
					
						
							|  |  |  |                         $nrm = -$nrm; | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                     for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                         $this->QR[$i][$k] /= $nrm; | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                     $this->QR[$k][$k] += 1.0; | 
					
						
							|  |  |  |                     // Apply transformation to remaining columns.
 | 
					
						
							|  |  |  |                     for ($j = $k+1; $j < $this->n; ++$j) { | 
					
						
							|  |  |  |                         $s = 0.0; | 
					
						
							|  |  |  |                         for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                             $s += $this->QR[$i][$k] * $this->QR[$i][$j]; | 
					
						
							|  |  |  |                         } | 
					
						
							|  |  |  |                         $s = -$s/$this->QR[$k][$k]; | 
					
						
							|  |  |  |                         for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                             $this->QR[$i][$j] += $s * $this->QR[$i][$k]; | 
					
						
							|  |  |  |                         } | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |                 $this->Rdiag[$k] = -$nrm; | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         } else { | 
					
						
							|  |  |  |             throw new PHPExcel_Calculation_Exception(PHPExcel_Shared_JAMA_Matrix::ArgumentTypeException); | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |     }    //    function __construct()
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Is the matrix full rank? | 
					
						
							|  |  |  |      * | 
					
						
							|  |  |  |      *    @return boolean true if R, and hence A, has full rank, else false. | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     public function isFullRank() { | 
					
						
							|  |  |  |         for ($j = 0; $j < $this->n; ++$j) { | 
					
						
							|  |  |  |             if ($this->Rdiag[$j] == 0) { | 
					
						
							|  |  |  |                 return false; | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         return true; | 
					
						
							|  |  |  |     }    //    function isFullRank()
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Return the Householder vectors | 
					
						
							|  |  |  |      * | 
					
						
							|  |  |  |      *    @return Matrix Lower trapezoidal matrix whose columns define the reflections | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     public function getH() { | 
					
						
							|  |  |  |         for ($i = 0; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |             for ($j = 0; $j < $this->n; ++$j) { | 
					
						
							|  |  |  |                 if ($i >= $j) { | 
					
						
							|  |  |  |                     $H[$i][$j] = $this->QR[$i][$j]; | 
					
						
							|  |  |  |                 } else { | 
					
						
							|  |  |  |                     $H[$i][$j] = 0.0; | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         return new PHPExcel_Shared_JAMA_Matrix($H); | 
					
						
							|  |  |  |     }    //    function getH()
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Return the upper triangular factor | 
					
						
							|  |  |  |      * | 
					
						
							|  |  |  |      *    @return Matrix upper triangular factor | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     public function getR() { | 
					
						
							|  |  |  |         for ($i = 0; $i < $this->n; ++$i) { | 
					
						
							|  |  |  |             for ($j = 0; $j < $this->n; ++$j) { | 
					
						
							|  |  |  |                 if ($i < $j) { | 
					
						
							|  |  |  |                     $R[$i][$j] = $this->QR[$i][$j]; | 
					
						
							|  |  |  |                 } elseif ($i == $j) { | 
					
						
							|  |  |  |                     $R[$i][$j] = $this->Rdiag[$i]; | 
					
						
							|  |  |  |                 } else { | 
					
						
							|  |  |  |                     $R[$i][$j] = 0.0; | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         return new PHPExcel_Shared_JAMA_Matrix($R); | 
					
						
							|  |  |  |     }    //    function getR()
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Generate and return the (economy-sized) orthogonal factor | 
					
						
							|  |  |  |      * | 
					
						
							|  |  |  |      *    @return Matrix orthogonal factor | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     public function getQ() { | 
					
						
							|  |  |  |         for ($k = $this->n-1; $k >= 0; --$k) { | 
					
						
							|  |  |  |             for ($i = 0; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                 $Q[$i][$k] = 0.0; | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |             $Q[$k][$k] = 1.0; | 
					
						
							|  |  |  |             for ($j = $k; $j < $this->n; ++$j) { | 
					
						
							|  |  |  |                 if ($this->QR[$k][$k] != 0) { | 
					
						
							|  |  |  |                     $s = 0.0; | 
					
						
							|  |  |  |                     for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                         $s += $this->QR[$i][$k] * $Q[$i][$j]; | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                     $s = -$s/$this->QR[$k][$k]; | 
					
						
							|  |  |  |                     for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                         $Q[$i][$j] += $s * $this->QR[$i][$k]; | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         /* | 
					
						
							|  |  |  |         for($i = 0; $i < count($Q); ++$i) { | 
					
						
							|  |  |  |             for($j = 0; $j < count($Q); ++$j) { | 
					
						
							| 
									
										
										
										
											2015-05-13 10:27:01 +00:00
										 |  |  |                 if (! isset($Q[$i][$j]) ) { | 
					
						
							| 
									
										
										
										
											2015-05-12 09:22:06 +00:00
										 |  |  |                     $Q[$i][$j] = 0; | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |         */ | 
					
						
							|  |  |  |         return new PHPExcel_Shared_JAMA_Matrix($Q); | 
					
						
							|  |  |  |     }    //    function getQ()
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  |     /** | 
					
						
							|  |  |  |      *    Least squares solution of A*X = B | 
					
						
							|  |  |  |      * | 
					
						
							|  |  |  |      *    @param Matrix $B A Matrix with as many rows as A and any number of columns. | 
					
						
							|  |  |  |      *    @return Matrix Matrix that minimizes the two norm of Q*R*X-B. | 
					
						
							|  |  |  |      */ | 
					
						
							|  |  |  |     public function solve($B) { | 
					
						
							|  |  |  |         if ($B->getRowDimension() == $this->m) { | 
					
						
							|  |  |  |             if ($this->isFullRank()) { | 
					
						
							|  |  |  |                 // Copy right hand side
 | 
					
						
							|  |  |  |                 $nx = $B->getColumnDimension(); | 
					
						
							|  |  |  |                 $X  = $B->getArrayCopy(); | 
					
						
							|  |  |  |                 // Compute Y = transpose(Q)*B
 | 
					
						
							|  |  |  |                 for ($k = 0; $k < $this->n; ++$k) { | 
					
						
							|  |  |  |                     for ($j = 0; $j < $nx; ++$j) { | 
					
						
							|  |  |  |                         $s = 0.0; | 
					
						
							|  |  |  |                         for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                             $s += $this->QR[$i][$k] * $X[$i][$j]; | 
					
						
							|  |  |  |                         } | 
					
						
							|  |  |  |                         $s = -$s/$this->QR[$k][$k]; | 
					
						
							|  |  |  |                         for ($i = $k; $i < $this->m; ++$i) { | 
					
						
							|  |  |  |                             $X[$i][$j] += $s * $this->QR[$i][$k]; | 
					
						
							|  |  |  |                         } | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |                 // Solve R*X = Y;
 | 
					
						
							|  |  |  |                 for ($k = $this->n-1; $k >= 0; --$k) { | 
					
						
							|  |  |  |                     for ($j = 0; $j < $nx; ++$j) { | 
					
						
							|  |  |  |                         $X[$k][$j] /= $this->Rdiag[$k]; | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                     for ($i = 0; $i < $k; ++$i) { | 
					
						
							|  |  |  |                         for ($j = 0; $j < $nx; ++$j) { | 
					
						
							|  |  |  |                             $X[$i][$j] -= $X[$k][$j]* $this->QR[$i][$k]; | 
					
						
							|  |  |  |                         } | 
					
						
							|  |  |  |                     } | 
					
						
							|  |  |  |                 } | 
					
						
							|  |  |  |                 $X = new PHPExcel_Shared_JAMA_Matrix($X); | 
					
						
							|  |  |  |                 return ($X->getMatrix(0, $this->n-1, 0, $nx)); | 
					
						
							|  |  |  |             } else { | 
					
						
							|  |  |  |                 throw new PHPExcel_Calculation_Exception(self::MatrixRankException); | 
					
						
							|  |  |  |             } | 
					
						
							|  |  |  |         } else { | 
					
						
							|  |  |  |             throw new PHPExcel_Calculation_Exception(PHPExcel_Shared_JAMA_Matrix::MatrixDimensionException); | 
					
						
							|  |  |  |         } | 
					
						
							|  |  |  |     }    //    function solve()
 | 
					
						
							|  |  |  | 
 | 
					
						
							|  |  |  | }    //    PHPExcel_Shared_JAMA_class QRDecomposition
 |