org.hipparchus.linear.OrderedComplexEigenDecomposition Maven / Gradle / Ivy
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* this work for additional information regarding copyright ownership.
* The Hipparchus project licenses this file to You 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,
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* See the License for the specific language governing permissions and
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*/
package org.hipparchus.linear;
import java.util.TreeSet;
import org.hipparchus.complex.Complex;
import org.hipparchus.complex.ComplexComparator;
/**
* Given a matrix A, it computes a complex eigen decomposition A = VDV^{T}.
*
* It ensures that eigen values in the diagonal of D are in ascending order.
*
*/
public class OrderedComplexEigenDecomposition extends ComplexEigenDecomposition {
/**
* Constructor for the decomposition.
*
* @param matrix real matrix.
*/
public OrderedComplexEigenDecomposition(final RealMatrix matrix) {
super(matrix);
final FieldMatrix D = this.getD();
final FieldMatrix V = this.getV();
// getting eigen values
TreeSet eigenValues = new TreeSet(
new ComplexComparator());
for (int ij = 0; ij < matrix.getRowDimension(); ij++) {
eigenValues.add(D.getEntry(ij, ij));
}
// ordering
for (int ij = 0; ij < matrix.getRowDimension() - 1; ij++) {
final Complex eigValue = eigenValues.pollFirst();
int currentIndex = -1;
// searching the current index
for (currentIndex = ij; currentIndex < matrix.getRowDimension(); currentIndex++) {
Complex compCurrent = D.getEntry(currentIndex, currentIndex);
if (eigValue.equals(compCurrent)) {
break;
}
}
if (ij == currentIndex) {
continue;
}
// exchanging D
Complex previousValue = D.getEntry(ij, ij);
D.setEntry(ij, ij, eigValue);
D.setEntry(currentIndex, currentIndex, previousValue);
// exchanging V
final Complex[] previousColumnV = V.getColumn(ij);
V.setColumn(ij, V.getColumn(currentIndex));
V.setColumn(currentIndex, previousColumnV);
}
checkDefinition(matrix);
}
/** {@inheritDoc} */
@Override
public FieldMatrix getVT() {
return getV().transpose();
}
}