org.ejml.interfaces.decomposition.EigenDecomposition Maven / Gradle / Ivy

/*
 * Copyright (c) 2009-2017, Peter Abeles. All Rights Reserved.
 *
 * This file is part of Efficient Java Matrix Library (EJML).
 *
 * 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.
 */

package org.ejml.interfaces.decomposition;

import org.ejml.data.Matrix;


/**
 * 
 * This is a generic interface for computing the eigenvalues and eigenvectors of a matrix.
 * Eigenvalues and eigenvectors have the following property:

 * 

 * A*v=λ*v

 * 

 * where A is a square matrix and v is an eigenvector associated with the eigenvalue λ.
 * 
 *
 * 
 * In general, both eigenvalues and eigenvectors can be complex numbers.  For symmetric matrices the
 * eigenvalues and eigenvectors are always real numbers.  EJML does not support complex matrices but
 * it does have minimal support for complex numbers.  As a result complex eigenvalues are found, but only
 * the real eigenvectors are computed.
 * 
 *
 * 
 * To create a new instance of {@link EigenDecomposition} use DecompositionFactory_XXXX. If the matrix
 * is known to be symmetric be sure to use the symmetric decomposition, which is much faster and more accurate
 * than the general purpose one.
 * 
 * @author Peter Abeles
 */
public interface EigenDecomposition
        extends DecompositionInterface {

    /**
     * Returns the number of eigenvalues/eigenvectors.  This is the matrix's dimension.
     *
     * @return number of eigenvalues/eigenvectors.
     */
    int getNumberOfEigenvalues();


    /**
     * 
     * Used to retrieve real valued eigenvectors.  If an eigenvector is associated with a complex eigenvalue
     * then null is returned instead.
     * 
     *
     * @param index Index of the eigenvalue eigenvector pair.
     * @return If the associated eigenvalue is real then an eigenvector is returned, null otherwise.
     */
    T getEigenVector(int index );
}