/*! * \file * \brief Definitions of eigenvalue decomposition functions * \author Tony Ottosson * * ------------------------------------------------------------------------- * * IT++ - C++ library of mathematical, signal processing, speech processing, * and communications classes and functions * * Copyright (C) 1995-2007 (see AUTHORS file for a list of contributors) * * This program is free software; you can redistribute it and/or modify * it under the terms of the GNU General Public License as published by * the Free Software Foundation; either version 2 of the License, or * (at your option) any later version. * * This program 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 General Public License for more details. * * You should have received a copy of the GNU General Public License * along with this program; if not, write to the Free Software * Foundation, Inc., 51 Franklin St, Fifth Floor, Boston, MA 02110-1301 USA * * ------------------------------------------------------------------------- */ #ifndef EIGEN_H #define EIGEN_H #include namespace itpp { /*! \ingroup matrixdecomp \brief Calculates the eigenvalues and eigenvectors of a symmetric real matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the real and symmetric \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] The eigenvectors are the columns of the matrix V. True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine DSYEV. */ bool eig_sym(const mat &A, vec &d, mat &V); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues of a symmetric real matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the real and symmetric \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine DSYEV. */ bool eig_sym(const mat &A, vec &d); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues of a symmetric real matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the real and symmetric \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] Uses the LAPACK routine DSYEV. */ vec eig_sym(const mat &A); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues and eigenvectors of a hermitian complex matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the complex and hermitian \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] The eigenvectors are the columns of the matrix V. True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine ZHEEV. */ bool eig_sym(const cmat &A, vec &d, cmat &V); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues of a hermitian complex matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the complex and hermitian \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine ZHEEV. */ bool eig_sym(const cmat &A, vec &d); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues of a hermitian complex matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the complex and hermitian \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] Uses the LAPACK routine ZHEEV. */ vec eig_sym(const cmat &A); /*! \ingroup matrixdecomp \brief Caclulates the eigenvalues and eigenvectors of a real non-symmetric matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the real \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] The eigenvectors are the columns of the matrix V. True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine DGEEV. */ bool eig(const mat &A, cvec &d, cmat &V); /*! \ingroup matrixdecomp \brief Caclulates the eigenvalues of a real non-symmetric matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the real \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine DGEEV. */ bool eig(const mat &A, cvec &d); /*! \ingroup matrixdecomp \brief Caclulates the eigenvalues of a real non-symmetric matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the real \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] Uses the LAPACK routine DGEEV. */ cvec eig(const mat &A); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues and eigenvectors of a complex non-hermitian matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the complex \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] The eigenvectors are the columns of the matrix V. True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine ZGEEV. */ bool eig(const cmat &A, cvec &d, cmat &V); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues of a complex non-hermitian matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the complex \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] True is returned if the calculation was successful. Otherwise false. Uses the LAPACK routine ZGEEV. */ bool eig(const cmat &A, cvec &d); /*! \ingroup matrixdecomp \brief Calculates the eigenvalues of a complex non-hermitian matrix The Eigenvalues \f$\mathbf{d}(d_0, d_1, \ldots, d_{n-1})\f$ and the eigenvectors \f$\mathbf{v}_i, \: i=0, \ldots, n-1\f$ of the complex \f$n \times n\f$ matrix \f$\mathbf{A}\f$ satisfies \f[ \mathbf{A} \mathbf{v}_i = d_i \mathbf{v}_i\: i=0, \ldots, n-1. \f] Uses the LAPACK routine ZGEEV. */ cvec eig(const cmat &A); } // namespace itpp #endif // #ifndef EIGEN_H