diff --git a/DESCRIPTION b/DESCRIPTION
index 0dc3a9b..0503d11 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -17,7 +17,7 @@ Suggests:
     ggplot2,
     rmarkdown
 VignetteBuilder: knitr
-Description: An implementation of the blocking algorithm KLSH in Steorts, Ventura, Sadinle, Fienberg (2014) <10.1007/978-3-319-11257-2_20>, which is a k-means variant of locality sensitive hashing. The method is illustrated with examples and a vignette. 
+Description: An implementation of the blocking algorithm KLSH in Steorts, Ventura, Sadinle, Fienberg (2014) <DOI:10.1007/978-3-319-11257-2_20>, which is a k-means variant of locality sensitive hashing. The method is illustrated with examples and a vignette. 
 Encoding: UTF-8
 LazyData: true
 License: GPL-3
diff --git a/README.md b/README.md
index d7efeda..0fdbeb5 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # klsh
 
-An implementation of the blocking algorithm KLSH (Kmeans locality sensitive hashing) in Steorts, Ventura, Sadinle, Fienberg (2014) <DOI:10.1007/978-3-319-11257-220>, which is a k-means variant of locality sensitive hashing. The method is illustrated with examples and a vignette. 
+An implementation of the blocking algorithm KLSH (Kmeans locality sensitive hashing) in Steorts, Ventura, Sadinle, Fienberg (2014) <https://link.springer.com/chapter/10.1007/978-3-319-11257-2_20>, which is a k-means variant of locality sensitive hashing. The method is illustrated with examples and a vignette. 
 
 
 # Install the development version from GitHub