Merge branch 'master' into newlinearpdform

README.md

@@ -1,9 +1,10 @@
-# Alfonso.jl
-(under construction) unofficial Julia re-implementation of alfonso (ALgorithm FOr Non-Symmetric Optimization), originally by D. Papp and S. Yıldız: https://github.com/dpapp-github/alfonso
+# Hypatia.jl
 
-only works on Julia v0.7+
+Under construction. Only works on Julia v0.7+.
 
-solves a pair of primal and dual cone programs
+An interior point solver for general convex conic optimization problems. An extension of methods in [CVXOPT](https://github.com/cvxopt/cvxopt/blob/master/src/python/coneprog.py) and [Alfonso](https://github.com/dpapp-github/alfonso). 
+
+Solves a pair of primal and dual cone programs:
 
 primal (over x,s):
 ```
@@ -17,14 +18,14 @@ dual (over z,y):
     c + A'y + G'z == 0   (x)
                 z in K*  (s)
 ```
-where K is a convex cone defined as a Cartesian product of recognized primitive cones, and K* is its dual cone
+where K is a convex cone defined as a Cartesian product of recognized primitive cones, and K* is its dual cone.
 
-the primal-dual optimality conditions are
+The primal-dual optimality conditions are:
 ```
          b - Ax == 0
          h - Gx == s
   c + A'y + G'z == 0
             s'z == 0
               s in K
               z in K*
-```
+```