/*
* Copyright 2011-2013, by Vladimir Kostyukov and Contributors.
*
* This file is part of la4j project (http://la4j.org)
*
* Licensed under the Apache License, Version 2.0 (the "License");
* You may not use this file except in compliance with the License.
* You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*
* Contributor(s): Miron Aseev
*
*/
package org.la4j.decomposition;
import org.la4j.Matrices;
import org.la4j.Matrix;
/**
* This class represents Cholesky decomposition of matrices. More details
* <p>
* <a href="http://mathworld.wolfram.com/CholeskyDecomposition.html"> here</a>
* </p>
*/
public class CholeskyDecompositor extends AbstractDecompositor implements MatrixDecompositor {
public CholeskyDecompositor(Matrix matrix) {
super(matrix);
}
/**
* Returns the result of Cholesky decomposition of given matrix
* <p>
* See <a href="http://mathworld.wolfram.com/CholeskyDecomposition.html">
* http://mathworld.wolfram.com/CholeskyDecomposition.html</a> for more
* details.
* </p>
*
* @return { L }
*/
@Override
public Matrix[] decompose() {
Matrix l = matrix.blankOfShape(matrix.rows(), matrix.rows());
for (int j = 0; j < l.rows(); j++) {
double d = 0.0;
for (int k = 0; k < j; k++) {
double s = 0.0;
for (int i = 0; i < k; i++) {
s += l.get(k, i) * l.get(j, i);
}
s = (matrix.get(j, k) - s) / l.get(k, k);
l.set(j, k, s);
d = d + s * s;
}
d = matrix.get(j, j) - d;
l.set(j, j, Math.sqrt(Math.max(d, 0.0)));
for (int k = j + 1; k < l.rows(); k++) {
l.set(j, k, 0.0);
}
}
return new Matrix[] { l };
}
@Override
public boolean applicableTo(Matrix matrix) {
return matrix.rows() == matrix.columns() &&
matrix.is(Matrices.SYMMETRIC_MATRIX) && matrix.is(Matrices.POSITIVE_DEFINITE_MATRIX);
}
}