pyriemann.utils.tangentspace.transport_logeuclid¶
- pyriemann.utils.tangentspace.transport_logeuclid(X, A, B)¶
Parallel transport for log-Euclidean metric.
The parallel transport of matrices \(\mathbf{X}\) in tangent space from an initial SPD/HPD matrix \(\mathbf{A}\) to a final SPD/HPD matrix \(\mathbf{B}\) for log-Euclidean metric is given in Table 4 of [1]:
\[\mathbf{X}_\text{new} = \mathbf{X} + (\log \mathbf{B} - \log \mathbf{A})\]Warning: this function must be applied to matrices \(\mathbf{X}\) already projected in tangent space with a logarithmic map at \(\mathbf{A}\), not to SPD/HPD matrices in manifold.
- Parameters:
- Xndarray, shape (…, n, n)
Symmetric/Hermitian matrices in tangent space.
- Andarray, shape (n, n)
Initial SPD/HPD matrix.
- Bndarray, shape (n, n)
Final SPD/HPD matrix.
- Returns:
- X_newndarray, shape (…, n, n)
Matrices in tangent space transported from A to B.
See also
Notes
Added in version 0.10.
References
[1]O(n)-invariant Riemannian metrics on SPD matrices Y. Thanwerdas & X. Pennec. Linear Algebra and its Applications, 2023.