Rel 0.0.1 - Update to compare.svg

Author: goedman

Example/demo_wells.jl

@@ -109,5 +109,7 @@ for cvi in 1:10
 end
 
 # compare PSIS-LOO and k-fold-CV
-scatter(loos[1,:], kfcvs[1,:], xlab = "PSIS-LOO", ylab = "10-fold-CV", leg=false)
+plot([-3.5, 0], [-3.5, 0], color=:red)
+scatter!(loos[1,:], kfcvs[1,:], xlab = "PSIS-LOO", ylab = "10-fold-CV",
+    leg=false, color=:darkblue)
 savefig(joinpath(ProjDir, "compare.png"))

README.md

@@ -1,6 +1,6 @@
 # PSIS
 
-## Pareto smoothed importance sampling (PSIS) and PSIS leave-one-out cross-validation reference code
+## Pareto smoothed importance sampling (PSIS) and PSIS leave-one-out cross-validation reference code.
 
 ### Introduction
 
@@ -26,7 +26,7 @@ logsumexp
 
 ### Acknowledgements
 
-The Julia translation has been done by ... ( @alvaro1101 on Github ),
+The Julia translation has been done by ... ( @alvaro1101 on Github ).
 
 ### Corresponding R code