org.ejml.factory.QRPDecomposition Maven / Gradle / Ivy
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/*
* Copyright (c) 2009-2012, Peter Abeles. All Rights Reserved.
*
* This file is part of Efficient Java Matrix Library (EJML).
*
* EJML is free software: you can redistribute it and/or modify
* it under the terms of the GNU Lesser General Public License as
* published by the Free Software Foundation, either version 3
* of the License, or (at your option) any later version.
*
* EJML is distributed in the hope that it will be useful,
* but WITHOUT ANY WARRANTY; without even the implied warranty of
* MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
* GNU Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public
* License along with EJML. If not, see .
*/
package org.ejml.factory;
import org.ejml.data.DenseMatrix64F;
import org.ejml.data.Matrix64F;
/**
*
* Similar to {@link QRDecomposition} but it can handle the rank deficient case by
* performing column pivots during the decomposition. The final decomposition has the
* following structure:
* A*P=Q*R
* where A is the original matrix, P is a pivot matrix, Q is an orthogonal matrix, and R is
* upper triangular.
*
*
*
* WARNING: You should always call {@link #setSingularThreshold(double)} before {@link #decompose(org.ejml.data.Matrix64F)}.
*
*
* @author Peter Abeles
*/
public interface QRPDecomposition
extends QRDecomposition
{
/**
*
* Specifies the threshold used to flag a column as being singular. The optimal threshold (if one exists)
* varies by the matrix being processed. A reasonable value would be the maximum absolute value of the
* matrix's elements multiplied by EPS:
* decomposition.setSingularThreshold(CommonOps.elementMaxAbs(A)*UtilEjml.EPS)
*
*
* @param threshold Singular threshold.
*/
public void setSingularThreshold( double threshold );
/**
* Returns the rank as determined by the algorithm. This is dependent upon a fixed threshold
* and might not be appropriate for some applications.
*
* @return Matrix's rank
*/
public int getRank();
/**
* Ordering of each column after pivoting. The current column i was original at column pivot[i].
*
* @return Order of columns.
*/
public int[] getPivots();
/**
* Creates the pivot matrix.
*
* @param P Optional storage for pivot matrix. If null a new matrix will be created.
* @return The pivot matrix.
*/
public DenseMatrix64F getPivotMatrix( DenseMatrix64F P );
}