updated the docs

--HG--
extra : convert_revision : svn%3Afdd8eb12-d10e-0410-9acb-85c331704f74/trunk%402392

docs/docs/algorithms.xml

@@ -120,6 +120,8 @@
                <item>train_probabilistic_decision_function</item> 
                <item>cross_validate_trainer</item> 
                <item>rank_features</item> 
+               <item>reduced_decision_function_trainer</item> 
+               <item>reduced</item> 
             </sub>
          </item>
          <item>randomize_samples</item> 
@@ -1065,6 +1067,36 @@
                                  
       </component>
       
+   <!-- ************************************************************************* -->
+      
+      <component>
+         <name>reduced</name>
+         <file>dlib/svm.h</file>
+         <spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
+         <description>
+            This is a convenience function for creating 
+            <a href="#reduced_decision_function_trainer">reduced_decision_function_trainer</a>
+            objects.
+         </description>
+                                 
+      </component>
+      
+   <!-- ************************************************************************* -->
+      
+      <component>
+         <name>reduced_decision_function_trainer</name>
+         <file>dlib/svm.h</file>
+         <spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
+         <description>
+               This is a trainer object that is meant to wrap other trainer objects 
+               that create <a href="#decision_function">decision_function</a> objects.
+               It performs post processing on the output decision_function objects 
+               with the intent of representing the decision_function with fewer 
+               support vectors.
+         </description>
+                                 
+      </component>
+      
    <!-- ************************************************************************* -->
       
       <component>

docs/docs/term_index.xml

@@ -392,6 +392,8 @@
          <term link="algorithms.html#is_binary_classification_problem" name="is_binary_classification_problem"/>
          <term link="algorithms.html#square_root" name="square_root"/>
          <term link="algorithms.html#svm_nu_trainer" name="svm_nu_trainer"/>
+         <term link="algorithms.html#reduced" name="reduced"/>
+         <term link="algorithms.html#reduced_decision_function_trainer" name="reduced_decision_function_trainer"/>
          <term link="algorithms.html#train_probabilistic_decision_function" name="train_probabilistic_decision_function"/>
          <term link="algorithms.html#cross_validate_trainer" name="cross_validate_trainer"/>
          <term link="algorithms.html#svm_nu_trainer" name="support vector machine"/>