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00023 template<typename eT>
00024 inline
00025 void
00026 glue_cov::direct_cov(Mat<eT>& out, const Mat<eT>& A, const Mat<eT>& B, const u32 norm_type)
00027 {
00028 arma_extra_debug_sigprint();
00029
00030 if(A.is_vec() && B.is_vec())
00031 {
00032 arma_debug_check( (A.n_elem != B.n_elem), "cov(): the number of elements in A and B must match" );
00033
00034 const eT* A_ptr = A.memptr();
00035 const eT* B_ptr = B.memptr();
00036
00037 eT A_acc = eT(0);
00038 eT B_acc = eT(0);
00039 eT out_acc = eT(0);
00040
00041 const u32 N = A.n_elem;
00042
00043 for(u32 i=0; i<N; ++i)
00044 {
00045 const eT A_tmp = A_ptr[i];
00046 const eT B_tmp = B_ptr[i];
00047
00048 A_acc += A_tmp;
00049 B_acc += B_tmp;
00050
00051 out_acc += A_tmp * B_tmp;
00052 }
00053
00054 out_acc -= (A_acc * B_acc)/eT(N);
00055
00056 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
00057
00058 out.set_size(1,1);
00059 out[0] = out_acc/norm_val;
00060 }
00061 else
00062 {
00063 arma_debug_assert_same_size(A, B, "cov()");
00064
00065 const u32 N = A.n_rows;
00066 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
00067
00068 out = trans(A) * B;
00069 out -= (trans(sum(A)) * sum(B))/eT(N);
00070 out /= norm_val;
00071 }
00072 }
00073
00074
00075
00076 template<typename T>
00077 inline
00078 void
00079 glue_cov::direct_cov(Mat< std::complex<T> >& out, const Mat< std::complex<T> >& A, const Mat< std::complex<T> >& B, const u32 norm_type)
00080 {
00081 arma_extra_debug_sigprint();
00082
00083 typedef typename std::complex<T> eT;
00084
00085 if(A.is_vec() && B.is_vec())
00086 {
00087 arma_debug_check( (A.n_elem != B.n_elem), "cov(): the number of elements in A and B must match" );
00088
00089 const eT* A_ptr = A.memptr();
00090 const eT* B_ptr = B.memptr();
00091
00092 eT A_acc = eT(0);
00093 eT B_acc = eT(0);
00094 eT out_acc = eT(0);
00095
00096 const u32 N = A.n_elem;
00097
00098 for(u32 i=0; i<N; ++i)
00099 {
00100 const eT A_tmp = A_ptr[i];
00101 const eT B_tmp = B_ptr[i];
00102
00103 A_acc += A_tmp;
00104 B_acc += B_tmp;
00105
00106 out_acc += std::conj(A_tmp) * B_tmp;
00107 }
00108
00109 out_acc -= (std::conj(A_acc) * B_acc)/eT(N);
00110
00111 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
00112
00113 out.set_size(1,1);
00114 out[0] = out_acc/norm_val;
00115 }
00116 else
00117 {
00118 arma_debug_assert_same_size(A, B, "cov()");
00119
00120 const u32 N = A.n_rows;
00121 const eT norm_val = (norm_type == 0) ? ( (N > 1) ? eT(N-1) : eT(1) ) : eT(N);
00122
00123 out = trans(conj(A)) * B;
00124 out -= (trans(conj(sum(A))) * sum(B))/eT(N);
00125 out /= norm_val;
00126 }
00127 }
00128
00129
00130
00131 template<typename T1, typename T2>
00132 inline
00133 void
00134 glue_cov::apply(Mat<typename T1::elem_type>& out, const Glue<T1,T2,glue_cov>& X)
00135 {
00136 arma_extra_debug_sigprint();
00137
00138 typedef typename T1::elem_type eT;
00139
00140 const unwrap_check<T1> A_tmp(X.A, out);
00141 const unwrap_check<T2> B_tmp(X.B, out);
00142
00143 const Mat<eT>& A = A_tmp.M;
00144 const Mat<eT>& B = B_tmp.M;
00145
00146 const u32 norm_type = X.aux_u32;
00147
00148 if(&A != &B)
00149 {
00150 glue_cov::direct_cov(out, A, B, norm_type);
00151 }
00152 else
00153 {
00154 op_cov::direct_cov(out, A, norm_type);
00155 }
00156
00157 }
00158
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00161