statsmodels.stats.correlation_tools.FactoredPSDMatrix¶
- class statsmodels.stats.correlation_tools.FactoredPSDMatrix(diag, root)[source]¶
Representation of a positive semidefinite matrix in factored form.
The representation is constructed based on a vector diag and rectangular matrix root, such that the PSD matrix represented by the class instance is Diag + root * root’, where Diag is the square diagonal matrix with diag on its main diagonal.
- Parameters:
- diag1d array_like
See above
- root2d array_like
See above
Notes
The matrix is represented internally in the form Diag^{1/2}(I + factor * scales * factor’)Diag^{1/2}, where Diag and scales are diagonal matrices, and factor is an orthogonal matrix.
Methods
decorrelate
(rhs)Decorrelate the columns of rhs.
logdet
()Returns the logarithm of the determinant of a factor-structured matrix.
solve
(rhs)Solve a linear system of equations with factor-structured coefficients.
Returns the PSD matrix represented by this instance as a full (square) matrix.