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armadillo-code/include/armadillo_bits/glue_cor_meat.hpp
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2020-10-20 18:40:30 +10:00

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// 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 glue_cor
//! @{
template<typename T1, typename T2>
inline
void
glue_cor::apply(Mat<typename T1::elem_type>& out, const Glue<T1,T2,glue_cor>& X)
{
arma_extra_debug_sigprint();
typedef typename T1::elem_type eT;
const uword norm_type = X.aux_uword;
const unwrap<T1> UA(X.A);
const unwrap<T2> UB(X.B);
const Mat<eT>& A = UA.M;
const Mat<eT>& B = UB.M;
const Mat<eT>& AA = (A.n_rows == 1)
? Mat<eT>(const_cast<eT*>(A.memptr()), A.n_cols, A.n_rows, false, false)
: Mat<eT>(const_cast<eT*>(A.memptr()), A.n_rows, A.n_cols, false, false);
const Mat<eT>& BB = (B.n_rows == 1)
? Mat<eT>(const_cast<eT*>(B.memptr()), B.n_cols, B.n_rows, false, false)
: Mat<eT>(const_cast<eT*>(B.memptr()), B.n_rows, B.n_cols, false, false);
arma_debug_assert_mul_size(AA, BB, true, false, "cor()");
if( (AA.n_elem == 0) || (BB.n_elem == 0) )
{
out.reset();
return;
}
const uword N = AA.n_rows;
const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
const Mat<eT> tmp1 = AA.each_row() - mean(AA,0);
const Mat<eT> tmp2 = BB.each_row() - mean(BB,0);
out = tmp1.t() * tmp2;
out /= norm_val;
out /= conv_to< Mat<eT> >::from( stddev(AA).t() * stddev(BB) ); // TODO: check for zeros?
}
//! @}