diff --git a/doc/whats_new.rst b/doc/whats_new.rst
index af6ce1c7bad..54f7df39ee6 100644
--- a/doc/whats_new.rst
+++ b/doc/whats_new.rst
@@ -46,7 +46,7 @@ Changelog
      extra-trees method, along with documentation and examples.
 
    - :ref:`outlier_detection`: outlier and novelty detection, by
-     `VirgileFritsch`_.
+     `Virgile Fritsch`_.
 
    - :ref:`kernel_approximation`: a transform implement kernel 
      approximation for fast SGD on non-linear kernels by