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lines changed Original file line number Diff line number Diff line change @@ -20,18 +20,19 @@ class SingularValuePenalty(ProxOperator):
2020 ----------
2121 dim : :obj:`tuple`
2222 Size of matrix :math:`\mathbf{X}`.
23- penalty : :class:`pylops .ProxOperator`
23+ penalty : :class:`pyproximal .ProxOperator`
2424 Function acting on the singular values.
2525
2626 Notes
2727 -----
28- The pyproximal implementation allows ``penalty`` to be any function on the singular
29- values; however, not all penalties will have an accurate proximal operator defined
30- this way. Given a penalty :math:`f`, the proximal operator is assumed to be
28+ The pyproximal implementation allows ``penalty`` to be any
29+ :class:`pyproximal.ProxOperator` acting on the singular values; however, not all
30+ penalties will result in a mathematically accurate proximal operator defined this
31+ way. Given a penalty :math:`f`, the proximal operator is assumed to be
3132
3233 .. math::
3334
34- \prox_{\tau f }(\mathbf{X}) =
35+ \prox_{\tau \mathcal{R}_f }(\mathbf{X}) =
3536 \mathbf{U} \diag\left( \prox_{\tau f}(\boldsymbol\lambda)\right) \mathbf{V}^H
3637
3738 where :math:`\mathbf{X} = \mathbf{U}\diag(\boldsymbol\lambda)\mathbf{V}^H`, is an
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