Merge pull request #88 from darwindarak/patch-1

Fix some typos in `PCEuler` docs

src/algorithms.jl

@@ -39,18 +39,24 @@ struct PCEuler{T<:Real, F} <: StochasticDiffEqAlgorithm
   ggprime::F
 end
 
+
 """
-Predictor Corrector Euler -
-args: ggprime::Function
-        For scalar problems, ggprime = b*\partial_x(b)
-        For multi-dimensional problems
-        bbprime_k = sum_{j=1...M, i=1...D} b^(j)_i \paritial_i b^(j)_k
-        where b^(j) correspond to the noise vector due to the j'th noise channel.
-        If problem is in place - a in place ggprime should be supplied - and vice versa for not in place speicification of problem.
-kwargs: theta::Real
-          Degree of implicitness in the drift term. Set to 0.5 by default.
-        eta::Real
-          Degree of implicitness in the diffusion term. Set to 0.5 by default.
+    PCEuler(ggprime; theta=1/2, eta=1/2)
+
+Predictor Corrector Euler
+
+# Arguments
+- `ggprime::Function`:
+  For scalar problems, `ggprime` ``= b\\partial_x(b)``
+  For multi-dimensional problems
+  `bbprime_k` ``= \\sum_{j=1...M, i=1...D} b^(j)_i \\partial_i b^(j)_k``
+  where ``b^(j)`` correspond to the noise vector due to the j'th noise channel.
+  If problem is in place - a in place ggprime should be supplied - and
+  vice versa for not in place speicification of problem.
+- `theta::Real`:
+  Degree of implicitness in the drift term. Set to 0.5 by default.
+- `eta::Real`:
+  Degree of implicitness in the diffusion term. Set to 0.5 by default.
 
 Reference: Stochastics and Dynamics, Vol. 8, No. 3 (2008) 561–581
 Note that the original paper has a typo in the definition of ggprime...