diff --git a/README.md b/README.md
index 6c22793..9339c7e 100644
--- a/README.md
+++ b/README.md
@@ -21,8 +21,9 @@ This is multired-0.1.
 
 
 This is a Python implmementation of the algorithm for structural
-reduction of multi-layer networks based on the Von Neumann and on the
-Quantum Jensen-Shannon divergence of graphs, as explained in:
+reduction of multi-layer networks based on the Von Neumann Entropy 
+and on the Quantum Jensen-Shannon divergence of graphs, as explained 
+in:
 
   M. De Domenico. V. Nicosia, A. Arenas, V. Latora
   "Structural reducibility of multilayer networks", 
diff --git a/python/README.md b/python/README.md
index 4b3ff06..cc196b5 100644
--- a/python/README.md
+++ b/python/README.md
@@ -23,8 +23,9 @@ This is multired-0.1.
 
 
 This is a Python implementation of the algorithm for structural
-reduction of multi-layer networks based on the Von Neumann and on the
-Quantum Jensen-Shannon divergence of graphs, as explained in:
+reduction of multi-layer networks based on the Von Neumann Entropy 
+and on the Quantum Jensen-Shannon divergence of graphs, as explained 
+in:
 
   M. De Domenico. V. Nicosia, A. Arenas, V. Latora
   "Structural reducibility of multilayer networks",