updated docs

--HG--
extra : convert_revision : svn%3Afdd8eb12-d10e-0410-9acb-85c331704f74/trunk%404183

docs/docs/ml.xml

@@ -176,6 +176,7 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
          <item>probabilistic_function</item>
          <item>normalized_function</item>
          <item>one_vs_one_decision_function</item>
+         <item>multiclass_linear_decision_function</item>
          <item>one_vs_all_decision_function</item>
       </section>
 
@@ -1266,6 +1267,23 @@ Davis E. King. <a href="http://www.jmlr.org/papers/volume10/king09a/king09a.pdf"
                                  
       </component>
       
+   <!-- ************************************************************************* -->
+      
+      <component>
+         <name>multiclass_linear_decision_function</name>
+         <file>dlib/svm.h</file>
+         <spec_file link="true">dlib/svm/function_abstract.h</spec_file>
+         <description>
+                This object represents a multiclass classifier built out of a set of 
+                binary classifiers.  Each binary classifier is used to vote for the 
+                correct multiclass label using a one vs. all strategy.  Therefore, 
+                if you have N classes then there will be N binary classifiers inside 
+                this object.  Additionally, this object is linear in the sense that
+                each of these binary classifiers is a simple linear plane.
+         </description>
+                                 
+      </component>
+      
    <!-- ************************************************************************* -->
       
       <component>

docs/docs/term_index.xml

@@ -133,6 +133,7 @@
 
          <term file="ml.html" name="one_vs_one_trainer"/>
          <term file="ml.html" name="one_vs_one_decision_function"/>
+         <term file="ml.html" name="multiclass_linear_decision_function"/>
          <term file="ml.html" name="one_vs_all_trainer"/>
          <term file="ml.html" name="one_vs_all_decision_function"/>