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										 |  |  | <?php | 
					
						
							|  |  |  | /** | 
					
						
							|  |  |  |  *	@package JAMA | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  *	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. | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  *	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. | 
					
						
							|  |  |  |  * | 
					
						
							|  |  |  |  *	@author  Paul Meagher | 
					
						
							|  |  |  |  *	@license PHP v3.0 | 
					
						
							|  |  |  |  *	@version 1.1 | 
					
						
							|  |  |  |  */ | 
					
						
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										 |  |  | class PHPExcel_Shared_JAMA_QRDecomposition { | 
					
						
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							|  |  |  | 	const MatrixRankException	= "Can only perform operation on full-rank matrix."; | 
					
						
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										 |  |  | 
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	Array for internal storage of decomposition. | 
					
						
							|  |  |  | 	 *	@var array | 
					
						
							|  |  |  | 	 */ | 
					
						
							|  |  |  | 	private $QR = array(); | 
					
						
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	Row dimension. | 
					
						
							|  |  |  | 	 *	@var integer | 
					
						
							|  |  |  | 	 */ | 
					
						
							|  |  |  | 	private $m; | 
					
						
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	*	Column dimension. | 
					
						
							|  |  |  | 	*	@var integer | 
					
						
							|  |  |  | 	*/ | 
					
						
							|  |  |  | 	private $n; | 
					
						
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	Array for internal storage of diagonal of R. | 
					
						
							|  |  |  | 	 *	@var  array | 
					
						
							|  |  |  | 	 */ | 
					
						
							|  |  |  | 	private $Rdiag = array(); | 
					
						
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	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) { | 
					
						
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										 |  |  | 		if($A instanceof PHPExcel_Shared_JAMA_Matrix) { | 
					
						
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										 |  |  | 			// Initialize.
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							|  |  |  | 			$this->QR = $A->getArrayCopy(); | 
					
						
							|  |  |  | 			$this->m  = $A->getRowDimension(); | 
					
						
							|  |  |  | 			$this->n  = $A->getColumnDimension(); | 
					
						
							|  |  |  | 			// Main loop.
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							|  |  |  | 			for ($k = 0; $k < $this->n; ++$k) { | 
					
						
							|  |  |  | 				// Compute 2-norm of k-th column without under/overflow.
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							|  |  |  | 				$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.
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							|  |  |  | 					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.
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							|  |  |  | 					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 { | 
					
						
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										 |  |  | 			throw new PHPExcel_Calculation_Exception(PHPExcel_Shared_JAMA_Matrix::ArgumentTypeException); | 
					
						
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										 |  |  | 		} | 
					
						
							|  |  |  | 	}	//	function __construct()
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	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()
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	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; | 
					
						
							|  |  |  | 				} | 
					
						
							|  |  |  | 			} | 
					
						
							|  |  |  | 		} | 
					
						
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										 |  |  | 		return new PHPExcel_Shared_JAMA_Matrix($H); | 
					
						
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										 |  |  | 	}	//	function getH()
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	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; | 
					
						
							|  |  |  | 				} | 
					
						
							|  |  |  | 			} | 
					
						
							|  |  |  | 		} | 
					
						
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										 |  |  | 		return new PHPExcel_Shared_JAMA_Matrix($R); | 
					
						
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										 |  |  | 	}	//	function getR()
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	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) { | 
					
						
							|  |  |  | 				if(! isset($Q[$i][$j]) ) { | 
					
						
							|  |  |  | 					$Q[$i][$j] = 0; | 
					
						
							|  |  |  | 				} | 
					
						
							|  |  |  | 			} | 
					
						
							|  |  |  | 		} | 
					
						
							|  |  |  | 		*/ | 
					
						
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										 |  |  | 		return new PHPExcel_Shared_JAMA_Matrix($Q); | 
					
						
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										 |  |  | 	}	//	function getQ()
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							|  |  |  | 	/** | 
					
						
							|  |  |  | 	 *	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
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							|  |  |  | 				$nx = $B->getColumnDimension(); | 
					
						
							|  |  |  | 				$X  = $B->getArrayCopy(); | 
					
						
							|  |  |  | 				// Compute Y = transpose(Q)*B
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							|  |  |  | 				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;
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							|  |  |  | 				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]; | 
					
						
							|  |  |  | 						} | 
					
						
							|  |  |  | 					} | 
					
						
							|  |  |  | 				} | 
					
						
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										 |  |  | 				$X = new PHPExcel_Shared_JAMA_Matrix($X); | 
					
						
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										 |  |  | 				return ($X->getMatrix(0, $this->n-1, 0, $nx)); | 
					
						
							|  |  |  | 			} else { | 
					
						
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										 |  |  | 				throw new PHPExcel_Calculation_Exception(self::MatrixRankException); | 
					
						
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										 |  |  | 			} | 
					
						
							|  |  |  | 		} else { | 
					
						
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										 |  |  | 			throw new PHPExcel_Calculation_Exception(PHPExcel_Shared_JAMA_Matrix::MatrixDimensionException); | 
					
						
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										 |  |  | 		} | 
					
						
							|  |  |  | 	}	//	function solve()
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										 |  |  | }	//	PHPExcel_Shared_JAMA_class QRDecomposition
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