pyriemann.geometry.base.logm

pyriemann.geometry.base.logm(C)[source]

Logarithm of SPD/HPD matrices.

The symmetric matrix logarithm of a SPD/HPD matrix \(\mathbf{C}\) is defined by:

\[\mathbf{D} = \mathbf{V} \log{(\mathbf{\Lambda})} \mathbf{V}^H\]

where \(\mathbf{\Lambda}\) is the diagonal matrix of eigenvalues and \(\mathbf{V}\) the eigenvectors of \(\mathbf{C}\).

Parameters:
Cndarray, shape (…, n, n)

SPD/HPD matrices.

Returns:
Dndarray, shape (…, n, n)

Matrix logarithm of C.

Notes

Changed in version 0.12: Add support for NumPy and PyTorch.