covar.h
Go to the documentation of this file.
1 // IWYU pragma: private
3 
4 namespace Eigen {
5 
6 namespace internal {
7 
8 template <typename Scalar>
9 void covar(Matrix<Scalar, Dynamic, Dynamic> &r, const VectorXi &ipvt,
11  using std::abs;
12  typedef DenseIndex Index;
13 
14  /* Local variables */
15  Index i, j, k, l, ii, jj;
16  bool sing;
17  Scalar temp;
18 
19  /* Function Body */
20  const Index n = r.cols();
21  const Scalar tolr = tol * abs(r(0, 0));
22  Matrix<Scalar, Dynamic, 1> wa(n);
23  eigen_assert(ipvt.size() == n);
24 
25  /* form the inverse of r in the full upper triangle of r. */
26  l = -1;
27  for (k = 0; k < n; ++k)
28  if (abs(r(k, k)) > tolr) {
29  r(k, k) = 1. / r(k, k);
30  for (j = 0; j <= k - 1; ++j) {
31  temp = r(k, k) * r(j, k);
32  r(j, k) = 0.;
33  r.col(k).head(j + 1) -= r.col(j).head(j + 1) * temp;
34  }
35  l = k;
36  }
37 
38  /* form the full upper triangle of the inverse of (r transpose)*r */
39  /* in the full upper triangle of r. */
40  for (k = 0; k <= l; ++k) {
41  for (j = 0; j <= k - 1; ++j) r.col(j).head(j + 1) += r.col(k).head(j + 1) * r(j, k);
42  r.col(k).head(k + 1) *= r(k, k);
43  }
44 
45  /* form the full lower triangle of the covariance matrix */
46  /* in the strict lower triangle of r and in wa. */
47  for (j = 0; j < n; ++j) {
48  jj = ipvt[j];
49  sing = j > l;
50  for (i = 0; i <= j; ++i) {
51  if (sing) r(i, j) = 0.;
52  ii = ipvt[i];
53  if (ii > jj) r(ii, jj) = r(i, j);
54  if (ii < jj) r(jj, ii) = r(i, j);
55  }
56  wa[jj] = r(j, j);
57  }
58 
59  /* symmetrize the covariance matrix in r. */
60  r.topLeftCorner(n, n).template triangularView<StrictlyUpper>() = r.topLeftCorner(n, n).transpose();
61  r.diagonal() = wa;
62 }
63 
64 } // end namespace internal
65 
66 } // end namespace Eigen
AnnoyingScalar abs(const AnnoyingScalar &x)
Definition: AnnoyingScalar.h:135
AnnoyingScalar sqrt(const AnnoyingScalar &x)
Definition: AnnoyingScalar.h:134
int i
Definition: BiCGSTAB_step_by_step.cpp:9
const unsigned n
Definition: CG3DPackingUnitTest.cpp:11
#define eigen_assert(x)
Definition: Macros.h:910
SCALAR Scalar
Definition: bench_gemm.cpp:45
char char char int int * k
Definition: level2_impl.h:374
void covar(Matrix< Scalar, Dynamic, Dynamic > &r, const VectorXi &ipvt, Scalar tol=std::sqrt(NumTraits< Scalar >::epsilon()))
Definition: LMcovar.h:23
Namespace containing all symbols from the Eigen library.
Definition: bench_norm.cpp:70
EIGEN_DEFAULT_DENSE_INDEX_TYPE Index
The Index type as used for the API.
Definition: Meta.h:83
EIGEN_DEFAULT_DENSE_INDEX_TYPE DenseIndex
Definition: Meta.h:75
r
Definition: UniformPSDSelfTest.py:20
Definition: Eigen_Colamd.h:49
double epsilon
Definition: osc_ring_sarah_asymptotics.h:43
std::ptrdiff_t j
Definition: tut_arithmetic_redux_minmax.cpp:2