update Readme

Author: PBrdng

README.md

@@ -37,7 +37,7 @@ The complete syntax of the ``DimensionDiagrams`` function is as follows.
 DimensionDiagrams(
     Ω::Array{T,2},
     projective::Bool;
-    diagrams  = [:CorrSum, :BoxCounting, :NPCA, :MLE, :ANOVA],
+    diagrams  = [:CorrSum, :BoxCounting, :NPCA, :MLE, :ANOVA, :PHCurve],
     eps_ticks = 25,
     fontsize = 16,
     lw = 4
@@ -53,8 +53,6 @@ There are some optional arguments.
 * `fontsize`: sets the font size of the axes.
 * `lw`: sets the line width.
 
-#### Important: the PHCurve diagram is currently not available.
-
 
 ## How to compute multivariate Vandermonde matrices
 Here is an example.
@@ -139,8 +137,6 @@ Here:
 * `exponents` is an array of exponent vectors.
 * `τ` is the tolerance value.
 
-## Persistent homology
-This functionality is currently not avaible, until Eirene has been updated to Julia 1.0.
 
 ## Distances
 Computing distances is a key aspect in both dimension estimation and persistent homology. Here are the functions with which we compute distances.

src/estimate_dimension.jl

@@ -22,7 +22,6 @@ There are some optional arguments.
 * eps_ticks = k puts into k evenly spaces ϵ on [0,1] at which the dimension is computed.
 * fontsize sets the fontsize of the axes.
 * lw sets the linewidth.
-* log_log = true makes a plot in the log-log scale.
 """
 function DimensionDiagrams(
     data::Array{T,2},