statsmodels.stats.correlation_tools.FactoredPSDMatrix

class statsmodels.stats.correlation_tools.FactoredPSDMatrix(diag, root)

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.
to_matrix()	Returns the PSD matrix represented by this instance as a full (square) 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.
to_matrix()	Returns the PSD matrix represented by this instance as a full (square) matrix.