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authorNao Pross <np@0hm.ch>2024-02-12 14:52:43 +0100
committerNao Pross <np@0hm.ch>2024-02-12 14:52:43 +0100
commiteda5bc26f44ee9a6f83dcf8c91f17296d7fc509d (patch)
treebc2efa38ff4e350f9a111ac87065cd7ae9a911c7 /src/armadillo/include/armadillo_bits/fn_princomp.hpp
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+// SPDX-License-Identifier: Apache-2.0
+//
+// Copyright 2008-2016 Conrad Sanderson (http://conradsanderson.id.au)
+// Copyright 2008-2016 National ICT Australia (NICTA)
+//
+// 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.
+// ------------------------------------------------------------------------
+
+
+//! \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 = nullptr
+ )
+ {
+ 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.soft_reset();
+ score_out.soft_reset();
+ latent_out.soft_reset();
+ tsquared_out.soft_reset();
+
+ arma_debug_warn_level(3, "princomp(): decomposition failed");
+ }
+
+ 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 = nullptr
+ )
+ {
+ 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.soft_reset();
+ score_out.soft_reset();
+ latent_out.soft_reset();
+
+ arma_debug_warn_level(3, "princomp(): decomposition failed");
+ }
+
+ 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 = nullptr
+ )
+ {
+ arma_extra_debug_sigprint();
+ arma_ignore(junk);
+
+ const bool status = op_princomp::direct_princomp(coeff_out, score_out, X);
+
+ if(status == false)
+ {
+ coeff_out.soft_reset();
+ score_out.soft_reset();
+
+ arma_debug_warn_level(3, "princomp(): decomposition failed");
+ }
+
+ 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 = nullptr
+ )
+ {
+ arma_extra_debug_sigprint();
+ arma_ignore(junk);
+
+ const bool status = op_princomp::direct_princomp(coeff_out, X);
+
+ if(status == false)
+ {
+ coeff_out.soft_reset();
+
+ arma_debug_warn_level(3, "princomp(): decomposition failed");
+ }
+
+ return status;
+ }
+
+
+
+template<typename T1>
+arma_warn_unused
+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 = nullptr
+ )
+ {
+ arma_extra_debug_sigprint();
+ arma_ignore(junk);
+
+ return Op<T1, op_princomp>(X.get_ref());
+ }
+
+
+
+//! @}