diff --git a/docs/docs/algorithms.xml b/docs/docs/algorithms.xml
index 143ed172b..41dadd61a 100644
--- a/docs/docs/algorithms.xml
+++ b/docs/docs/algorithms.xml
@@ -382,6 +382,7 @@
          </description>
          <examples>
             <example>optimization_ex.cpp.html</example>
+            <example>model_selection_ex.cpp.html</example>
          </examples>
                                  
       </component>
@@ -404,6 +405,10 @@
                function.
             </p>
          </description>
+         <examples>
+            <example>optimization_ex.cpp.html</example>
+            <example>model_selection_ex.cpp.html</example>
+         </examples>
                                  
       </component>
 
diff --git a/docs/docs/main_menu.xml b/docs/docs/main_menu.xml
index 3e7483b9f..7f208e90e 100644
--- a/docs/docs/main_menu.xml
+++ b/docs/docs/main_menu.xml
@@ -149,6 +149,10 @@
                   <name>Support_Vector_Machine</name>
                   <link>svm_ex.cpp.html</link>
                </item>
+               <item>
+                  <name>Model_Selection</name>
+                  <link>model_selection_ex.cpp.html</link>
+               </item>
                <item>
                   <name>Online_SVM</name>
                   <link>svm_pegasos_ex.cpp.html</link>
diff --git a/docs/docs/ml.xml b/docs/docs/ml.xml
index bfdf35e8e..a62eefd47 100644
--- a/docs/docs/ml.xml
+++ b/docs/docs/ml.xml
@@ -20,6 +20,8 @@
          <p> 
             A good tutorial and introduction to the general concepts used by most of the
             objects in this part of the library can be found in the <a href="svm_ex.cpp.html">svm example</a> program.
+            After reading this example another good one to consult would be the <a href="model_selection_ex.cpp.html">model selection</a>
+            example program.
          </p>
 
          <p>   
@@ -505,6 +507,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
          </description>
          <examples>
             <example>svm_ex.cpp.html</example>
+            <example>model_selection_ex.cpp.html</example>
          </examples>
                                  
       </component>
@@ -1061,6 +1064,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
          </description>
          <examples>
             <example>svm_ex.cpp.html</example>
+            <example>model_selection_ex.cpp.html</example>
          </examples>
                                  
       </component>