Fix documentation formatting issues
Change-Id: Iea3a6e75dc3a7376eda866ab24e535a6df84f8ea
diff --git a/docs/source/nnls_solving.rst b/docs/source/nnls_solving.rst
index 592ee41..f6a85a2 100644
--- a/docs/source/nnls_solving.rst
+++ b/docs/source/nnls_solving.rst
@@ -166,10 +166,10 @@
will assume that the matrix :math:`\frac{1}{\sqrt{\mu}} D` has been concatenated
at the bottom of the matrix :math:`J` and similarly a vector of zeros
has been added to the bottom of the vector :math:`f` and the rest of
-our discussion will be in terms of :math:`J` and :math:`f`, i.e, the
+our discussion will be in terms of :math:`J` and :math:`F`, i.e, the
linear least squares problem.
-.. math:: \min_{\Delta x} \frac{1}{2} \|J(x)\Delta x + f(x)\|^2 .
+.. math:: \min_{\Delta x} \frac{1}{2} \|J(x)\Delta x + F(x)\|^2 .
:label: simple
For all but the smallest problems the solution of :eq:`simple` in
@@ -648,11 +648,11 @@
access to :math:`S` via its product with a vector, one way to
evaluate :math:`Sx` is to observe that
- .. math:: x_1 &= E^\top x
- .. math:: x_2 &= C^{-1} x_1
- .. math:: x_3 &= Ex_2\\
- .. math:: x_4 &= Bx\\
- .. math:: Sx &= x_4 - x_3
+ .. math:: x_1 &= E^\top x\\
+ x_2 &= C^{-1} x_1\\
+ x_3 &= Ex_2\\
+ x_4 &= Bx\\
+ Sx &= x_4 - x_3
:label: schurtrick1
Thus, we can run PCG on :math:`S` with the same computational
