diff --git a/docs/docs/algorithms.xml b/docs/docs/algorithms.xml
index 1d9d82bba..b4bc96c75 100644
--- a/docs/docs/algorithms.xml
+++ b/docs/docs/algorithms.xml
@@ -129,6 +129,8 @@
                <item>linearly_independent_subset_finder</item>
                <item>kkmeans</item>
                <item>svm_nu_trainer</item> 
+               <item>rvm_trainer</item> 
+               <item>rvm_regression_trainer</item> 
                <item>rbf_network_trainer</item> 
                <item>train_probabilistic_decision_function</item> 
                <item>cross_validate_trainer</item> 
diff --git a/docs/docs/term_index.xml b/docs/docs/term_index.xml
index 131b27444..f564ca21b 100644
--- a/docs/docs/term_index.xml
+++ b/docs/docs/term_index.xml
@@ -496,6 +496,8 @@
          <term link="dlib/matrix/matrix_utilities_abstract.h.html#svd" name="svd"/>
          <term link="dlib/matrix/matrix_utilities_abstract.h.html#det" name="det"/>
          <term link="dlib/matrix/matrix_utilities_abstract.h.html#scale_columns" name="scale_columns"/>
+         <term link="dlib/matrix/matrix_utilities_abstract.h.html#length" name="length"/>
+         <term link="dlib/matrix/matrix_utilities_abstract.h.html#length_squared" name="length_squared"/>
          <term link="dlib/matrix/matrix_utilities_abstract.h.html#min" name="min"/>
          <term link="dlib/matrix/matrix_utilities_abstract.h.html#max" name="max"/>
          <term link="dlib/matrix/matrix_utilities_abstract.h.html#sum" name="sum"/>