diff --git a/docs/docs/algorithms.xml b/docs/docs/algorithms.xml
index 597850186855ac7d305192d1d44b8da34594a5d2..6d846e6a862e8782c8c3bb03f92fdac6a151dfeb 100644
--- a/docs/docs/algorithms.xml
+++ b/docs/docs/algorithms.xml
@@ -989,6 +989,9 @@
                 Key West, FL, Jan 3-6.
                </blockquote>
          </description>
+         <examples>
+            <example>rvm_regression_ex.cpp.html</example>
+         </examples>
                                  
       </component>
       
diff --git a/docs/docs/main_menu.xml b/docs/docs/main_menu.xml
index e7c51c55601add27679b62c7d4e28d72419544d5..0274eee426c931f3d699f2e65c070f11ed1f4a81 100644
--- a/docs/docs/main_menu.xml
+++ b/docs/docs/main_menu.xml
@@ -112,7 +112,11 @@
                   <link>rank_features_ex.cpp.html</link>
                </item>
                <item>
-                  <name>Relevance_Vector_Machine</name>
+                  <name>Relevance_Vector_Regression</name>
+                  <link>rvm_regression_ex.cpp.html</link>
+               </item>
+               <item>
+                  <name>Relevance_Vector_Classification</name>
                   <link>rvm_ex.cpp.html</link>
                </item>
                <item>