Mercurial > hg > segmenter-vamp-plugin
diff armadillo-3.900.4/include/armadillo_bits/fn_princomp.hpp @ 49:1ec0e2823891
Switch to using subrepo copies of qm-dsp, nnls-chroma, vamp-plugin-sdk; update Armadillo version; assume build without external BLAS/LAPACK
author | Chris Cannam |
---|---|
date | Thu, 13 Jun 2013 10:25:24 +0100 |
parents | |
children |
line wrap: on
line diff
--- /dev/null Thu Jan 01 00:00:00 1970 +0000 +++ b/armadillo-3.900.4/include/armadillo_bits/fn_princomp.hpp Thu Jun 13 10:25:24 2013 +0100 @@ -0,0 +1,170 @@ +// Copyright (C) 2010-2012 NICTA (www.nicta.com.au) +// Copyright (C) 2010-2012 Conrad Sanderson +// Copyright (C) 2010 Dimitrios Bouzas +// +// This Source Code Form is subject to the terms of the Mozilla Public +// License, v. 2.0. If a copy of the MPL was not distributed with this +// file, You can obtain one at http://mozilla.org/MPL/2.0/. + + +//! \addtogroup fn_princomp +//! @{ + + + +//! \brief +//! principal component analysis -- 4 arguments version +//! coeff_out -> principal component coefficients +//! score_out -> projected samples +//! latent_out -> eigenvalues of principal vectors +//! tsquared_out -> Hotelling's T^2 statistic +template<typename T1> +inline +bool +princomp + ( + Mat<typename T1::elem_type>& coeff_out, + Mat<typename T1::elem_type>& score_out, + Col<typename T1::pod_type>& latent_out, + Col<typename T1::elem_type>& tsquared_out, + const Base<typename T1::elem_type,T1>& X, + const typename arma_blas_type_only<typename T1::elem_type>::result* junk = 0 + ) + { + arma_extra_debug_sigprint(); + arma_ignore(junk); + + const bool status = op_princomp::direct_princomp(coeff_out, score_out, latent_out, tsquared_out, X); + + if(status == false) + { + coeff_out.reset(); + score_out.reset(); + latent_out.reset(); + tsquared_out.reset(); + + arma_bad("princomp(): failed to converge", false); + } + + return status; + } + + + +//! \brief +//! principal component analysis -- 3 arguments version +//! coeff_out -> principal component coefficients +//! score_out -> projected samples +//! latent_out -> eigenvalues of principal vectors +template<typename T1> +inline +bool +princomp + ( + Mat<typename T1::elem_type>& coeff_out, + Mat<typename T1::elem_type>& score_out, + Col<typename T1::pod_type>& latent_out, + const Base<typename T1::elem_type,T1>& X, + const typename arma_blas_type_only<typename T1::elem_type>::result* junk = 0 + ) + { + arma_extra_debug_sigprint(); + arma_ignore(junk); + + const bool status = op_princomp::direct_princomp(coeff_out, score_out, latent_out, X); + + if(status == false) + { + coeff_out.reset(); + score_out.reset(); + latent_out.reset(); + + arma_bad("princomp(): failed to converge", false); + } + + return status; + } + + + +//! \brief +//! principal component analysis -- 2 arguments version +//! coeff_out -> principal component coefficients +//! score_out -> projected samples +template<typename T1> +inline +bool +princomp + ( + Mat<typename T1::elem_type>& coeff_out, + Mat<typename T1::elem_type>& score_out, + const Base<typename T1::elem_type,T1>& X, + const typename arma_blas_type_only<typename T1::elem_type>::result* junk = 0 + ) + { + arma_extra_debug_sigprint(); + arma_ignore(junk); + + const bool status = op_princomp::direct_princomp(coeff_out, score_out, X); + + if(status == false) + { + coeff_out.reset(); + score_out.reset(); + + arma_bad("princomp(): failed to converge", false); + } + + return status; + } + + + +//! \brief +//! principal component analysis -- 1 argument version +//! coeff_out -> principal component coefficients +template<typename T1> +inline +bool +princomp + ( + Mat<typename T1::elem_type>& coeff_out, + const Base<typename T1::elem_type,T1>& X, + const typename arma_blas_type_only<typename T1::elem_type>::result* junk = 0 + ) + { + arma_extra_debug_sigprint(); + arma_ignore(junk); + + const bool status = op_princomp::direct_princomp(coeff_out, X); + + if(status == false) + { + coeff_out.reset(); + + arma_bad("princomp(): failed to converge", false); + } + + return status; + } + + + +template<typename T1> +inline +const Op<T1, op_princomp> +princomp + ( + const Base<typename T1::elem_type,T1>& X, + const typename arma_blas_type_only<typename T1::elem_type>::result* junk = 0 + ) + { + arma_extra_debug_sigprint(); + arma_ignore(junk); + + return Op<T1, op_princomp>(X.get_ref()); + } + + + +//! @}