From c61b7f37a62735fba249214aaf3ec27eea73e78d Mon Sep 17 00:00:00 2001
From: pfrank <philipp@mpa-garching.mpg.de>
Date: Mon, 31 May 2021 16:35:10 +0200
Subject: [PATCH] minor changes
---
ChangeLog.md | 4 ++--
docs/source/ift.rst | 2 +-
2 files changed, 3 insertions(+), 3 deletions(-)
diff --git a/ChangeLog.md b/ChangeLog.md
index 0b38a6a38..12a7cab50 100644
--- a/ChangeLog.md
+++ b/ChangeLog.md
@@ -78,8 +78,8 @@ A new posterior approximation scheme, called geometric Variational Inference
that it uses (non-linear) geoVI samples instead of (linear) MGVI samples.
`GeoMetricKL` can be configured such that it reduces to `MetricGaussianKL`.
`GeoMetricKL` is now used in `demos/getting_started_3.py` and a visual
-comparison to MGVI can be found in `demos/vi_visualized.py`. For further details
-see (<https://arxiv.org/abs/2105.10470>).
+comparison to MGVI can be found in `demos/variational_inference_visualized.py`.
+For further details see (<https://arxiv.org/abs/2105.10470>).
LikelihoodOperator
diff --git a/docs/source/ift.rst b/docs/source/ift.rst
index 150808288..f123c102b 100644
--- a/docs/source/ift.rst
+++ b/docs/source/ift.rst
@@ -132,7 +132,7 @@ NIFTy takes advantage of this formulation in several ways:
3) The response can be non-linear, e.g. :math:`{R'(s)=R \exp(A\,\xi)}`, see `demos/getting_started_2.py`.
-4) The amplitude operator may depend on further parameters, e.g. :math:`A=A(\tau)=e^{2\tau}` represents an amplitude operator with a positive definite, unknown spectrum.
+4) The amplitude operator may depend on further parameters, e.g. :math:`A=A(\tau)=F\, \widehat{e^\tau}` represents an amplitude operator with a positive definite, unknown spectrum.
The log-amplitude field :math:`{\tau}` is modelled with the help of an integrated Wiener process in order to impose some (user-defined degree of) spectral smoothness.
5) NIFTy calculates the gradient of the information Hamiltonian and the Fisher information metric with respect to all unknown parameters, here :math:`{\xi}` and :math:`{\tau}`, by automatic differentiation.
--
GitLab