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authorRaymond <siuchow@google.com>2015-04-02 10:43:13 -0700
committerRaymond <siuchow@google.com>2015-04-02 10:43:13 -0700
commitdee0849a9704d532af0b550146cbafbaa6ee1d19 (patch)
tree8ccce3a046c214fb609977b7fc53c40cef7f9ea5 /src/main/java/org/apache/commons/math/linear/EigenDecomposition.java
parent55b0a5efc929efa9615babd3e760547f94e3518e (diff)
downloadapache-commons-math-dee0849a9704d532af0b550146cbafbaa6ee1d19.tar.gz
third party library: apache-commons-mathandroid-cts-6.0_r9android-cts-6.0_r8android-cts-6.0_r7android-cts-6.0_r6android-cts-6.0_r5android-cts-6.0_r4android-cts-6.0_r32android-cts-6.0_r31android-cts-6.0_r30android-cts-6.0_r3android-cts-6.0_r29android-cts-6.0_r28android-cts-6.0_r27android-cts-6.0_r26android-cts-6.0_r25android-cts-6.0_r24android-cts-6.0_r23android-cts-6.0_r22android-cts-6.0_r21android-cts-6.0_r20android-cts-6.0_r2android-cts-6.0_r19android-cts-6.0_r18android-cts-6.0_r17android-cts-6.0_r16android-cts-6.0_r15android-cts-6.0_r14android-cts-6.0_r13android-cts-6.0_r12android-cts-6.0_r1android-6.0.1_r9android-6.0.1_r81android-6.0.1_r80android-6.0.1_r8android-6.0.1_r79android-6.0.1_r78android-6.0.1_r77android-6.0.1_r74android-6.0.1_r73android-6.0.1_r72android-6.0.1_r70android-6.0.1_r7android-6.0.1_r69android-6.0.1_r68android-6.0.1_r67android-6.0.1_r66android-6.0.1_r65android-6.0.1_r63android-6.0.1_r62android-6.0.1_r61android-6.0.1_r60android-6.0.1_r59android-6.0.1_r58android-6.0.1_r57android-6.0.1_r56android-6.0.1_r55android-6.0.1_r54android-6.0.1_r53android-6.0.1_r52android-6.0.1_r51android-6.0.1_r50android-6.0.1_r5android-6.0.1_r49android-6.0.1_r48android-6.0.1_r47android-6.0.1_r46android-6.0.1_r45android-6.0.1_r43android-6.0.1_r42android-6.0.1_r41android-6.0.1_r40android-6.0.1_r4android-6.0.1_r33android-6.0.1_r32android-6.0.1_r31android-6.0.1_r30android-6.0.1_r3android-6.0.1_r28android-6.0.1_r27android-6.0.1_r26android-6.0.1_r25android-6.0.1_r24android-6.0.1_r22android-6.0.1_r21android-6.0.1_r20android-6.0.1_r18android-6.0.1_r17android-6.0.1_r16android-6.0.1_r13android-6.0.1_r12android-6.0.1_r11android-6.0.1_r10android-6.0.1_r1android-6.0.0_r7android-6.0.0_r6android-6.0.0_r5android-6.0.0_r41android-6.0.0_r4android-6.0.0_r3android-6.0.0_r26android-6.0.0_r25android-6.0.0_r24android-6.0.0_r23android-6.0.0_r2android-6.0.0_r13android-6.0.0_r12android-6.0.0_r11android-6.0.0_r1marshmallow-releasemarshmallow-mr3-releasemarshmallow-mr2-releasemarshmallow-mr1-releasemarshmallow-mr1-devmarshmallow-dr1.6-releasemarshmallow-dr1.5-releasemarshmallow-dr1.5-devmarshmallow-dr-releasemarshmallow-dr-dragon-releasemarshmallow-dr-devmarshmallow-devmarshmallow-cts-release
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+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF 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,
+ * 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.apache.commons.math.linear;
+
+
+/**
+ * An interface to classes that implement an algorithm to calculate the
+ * eigen decomposition of a real matrix.
+ * <p>The eigen decomposition of matrix A is a set of two matrices:
+ * V and D such that A = V &times; D &times; V<sup>T</sup>.
+ * A, V and D are all m &times; m matrices.</p>
+ * <p>This interface is similar in spirit to the <code>EigenvalueDecomposition</code>
+ * class from the <a href="http://math.nist.gov/javanumerics/jama/">JAMA</a>
+ * library, with the following changes:</p>
+ * <ul>
+ * <li>a {@link #getVT() getVt} method has been added,</li>
+ * <li>two {@link #getRealEigenvalue(int) getRealEigenvalue} and {@link #getImagEigenvalue(int)
+ * getImagEigenvalue} methods to pick up a single eigenvalue have been added,</li>
+ * <li>a {@link #getEigenvector(int) getEigenvector} method to pick up a single
+ * eigenvector has been added,</li>
+ * <li>a {@link #getDeterminant() getDeterminant} method has been added.</li>
+ * <li>a {@link #getSolver() getSolver} method has been added.</li>
+ * </ul>
+ * @see <a href="http://mathworld.wolfram.com/EigenDecomposition.html">MathWorld</a>
+ * @see <a href="http://en.wikipedia.org/wiki/Eigendecomposition_of_a_matrix">Wikipedia</a>
+ * @version $Revision: 997726 $ $Date: 2010-09-16 14:39:51 +0200 (jeu. 16 sept. 2010) $
+ * @since 2.0
+ */
+public interface EigenDecomposition {
+
+ /**
+ * Returns the matrix V of the decomposition.
+ * <p>V is an orthogonal matrix, i.e. its transpose is also its inverse.</p>
+ * <p>The columns of V are the eigenvectors of the original matrix.</p>
+ * <p>No assumption is made about the orientation of the system axes formed
+ * by the columns of V (e.g. in a 3-dimension space, V can form a left-
+ * or right-handed system).</p>
+ * @return the V matrix
+ */
+ RealMatrix getV();
+
+ /**
+ * Returns the block diagonal matrix D of the decomposition.
+ * <p>D is a block diagonal matrix.</p>
+ * <p>Real eigenvalues are on the diagonal while complex values are on
+ * 2x2 blocks { {real +imaginary}, {-imaginary, real} }.</p>
+ * @return the D matrix
+ * @see #getRealEigenvalues()
+ * @see #getImagEigenvalues()
+ */
+ RealMatrix getD();
+
+ /**
+ * Returns the transpose of the matrix V of the decomposition.
+ * <p>V is an orthogonal matrix, i.e. its transpose is also its inverse.</p>
+ * <p>The columns of V are the eigenvectors of the original matrix.</p>
+ * <p>No assumption is made about the orientation of the system axes formed
+ * by the columns of V (e.g. in a 3-dimension space, V can form a left-
+ * or right-handed system).</p>
+ * @return the transpose of the V matrix
+ */
+ RealMatrix getVT();
+
+ /**
+ * Returns a copy of the real parts of the eigenvalues of the original matrix.
+ * @return a copy of the real parts of the eigenvalues of the original matrix
+ * @see #getD()
+ * @see #getRealEigenvalue(int)
+ * @see #getImagEigenvalues()
+ */
+ double[] getRealEigenvalues();
+
+ /**
+ * Returns the real part of the i<sup>th</sup> eigenvalue of the original matrix.
+ * @param i index of the eigenvalue (counting from 0)
+ * @return real part of the i<sup>th</sup> eigenvalue of the original matrix
+ * @see #getD()
+ * @see #getRealEigenvalues()
+ * @see #getImagEigenvalue(int)
+ */
+ double getRealEigenvalue(int i);
+
+ /**
+ * Returns a copy of the imaginary parts of the eigenvalues of the original matrix.
+ * @return a copy of the imaginary parts of the eigenvalues of the original matrix
+ * @see #getD()
+ * @see #getImagEigenvalue(int)
+ * @see #getRealEigenvalues()
+ */
+ double[] getImagEigenvalues();
+
+ /**
+ * Returns the imaginary part of the i<sup>th</sup> eigenvalue of the original matrix.
+ * @param i index of the eigenvalue (counting from 0)
+ * @return imaginary part of the i<sup>th</sup> eigenvalue of the original matrix
+ * @see #getD()
+ * @see #getImagEigenvalues()
+ * @see #getRealEigenvalue(int)
+ */
+ double getImagEigenvalue(int i);
+
+ /**
+ * Returns a copy of the i<sup>th</sup> eigenvector of the original matrix.
+ * @param i index of the eigenvector (counting from 0)
+ * @return copy of the i<sup>th</sup> eigenvector of the original matrix
+ * @see #getD()
+ */
+ RealVector getEigenvector(int i);
+
+ /**
+ * Return the determinant of the matrix
+ * @return determinant of the matrix
+ */
+ double getDeterminant();
+
+ /**
+ * Get a solver for finding the A &times; X = B solution in exact linear sense.
+ * @return a solver
+ */
+ DecompositionSolver getSolver();
+
+}