diff --git a/docs/docs/algorithms.xml b/docs/docs/algorithms.xml
index 7c08ebae9..221634e52 100644
--- a/docs/docs/algorithms.xml
+++ b/docs/docs/algorithms.xml
@@ -719,7 +719,7 @@
       <component>
          <name>probabilistic_decision_function</name>
          <file>dlib/svm.h</file>
-         <spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
+         <spec_file link="true">dlib/svm/function_abstract.h</spec_file>
          <description>
                 This object represents a binary decision function for use with
                 support vector machines.  It returns an 
@@ -736,7 +736,7 @@
       <component>
          <name>decision_function</name>
          <file>dlib/svm.h</file>
-         <spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
+         <spec_file link="true">dlib/svm/function_abstract.h</spec_file>
          <description>
                 This object represents a binary decision function for use with
                 support vector machines.
@@ -752,7 +752,7 @@
       <component>
          <name>linear_kernel</name>
          <file>dlib/svm.h</file>
-         <spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
+         <spec_file link="true">dlib/svm/kernel_abstract.h</spec_file>
          <description>
                 This object represents a linear function kernel for use with
                 support vector machines.
@@ -765,7 +765,7 @@
       <component>
          <name>polynomial_kernel</name>
          <file>dlib/svm.h</file>
-         <spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
+         <spec_file link="true">dlib/svm/kernel_abstract.h</spec_file>
          <description>
                 This object represents a polynomial kernel for use with
                 support vector machines.
@@ -778,7 +778,7 @@
       <component>
          <name>radial_basis_kernel</name>
          <file>dlib/svm.h</file>
-         <spec_file link="true">dlib/svm/svm_abstract.h</spec_file>
+         <spec_file link="true">dlib/svm/kernel_abstract.h</spec_file>
          <description>
                 This object represents a radial basis function kernel for use with
                 support vector machines.
diff --git a/docs/docs/term_index.xml b/docs/docs/term_index.xml
index 13f4b3862..3e606d147 100644
--- a/docs/docs/term_index.xml
+++ b/docs/docs/term_index.xml
@@ -376,12 +376,14 @@
          <term link="algorithms.html#point" name="point"/>
          
          <term link="dlib/svm/svm_abstract.h.html#maximum_nu" name="maximum_nu"/>
-         <term link="dlib/svm/svm_abstract.h.html#decision_function" name="decision_function"/>
-         <term link="dlib/svm/svm_abstract.h.html#probabilistic_decision_function" name="probabilistic_decision_function"/>
-         <term link="dlib/svm/svm_abstract.h.html#linear_kernel" name="linear_kernel"/>
-         <term link="dlib/svm/svm_abstract.h.html#polynomial_kernel" name="polynomial_kernel"/>
-         <term link="dlib/svm/svm_abstract.h.html#radial_basis_kernel" name="radial_basis_kernel"/>
-         <term link="dlib/svm/svm_abstract.h.html#Kernel_Function_Objects" name="Kernel Function Objects"/>
+
+         <term link="dlib/svm/function_abstract.h.html#decision_function" name="decision_function"/>
+         <term link="dlib/svm/function_abstract.h.html#probabilistic_decision_function" name="probabilistic_decision_function"/>
+
+         <term link="dlib/svm/kernel_abstract.h.html#linear_kernel" name="linear_kernel"/>
+         <term link="dlib/svm/kernel_abstract.h.html#polynomial_kernel" name="polynomial_kernel"/>
+         <term link="dlib/svm/kernel_abstract.h.html#radial_basis_kernel" name="radial_basis_kernel"/>
+         <term link="dlib/svm/kernel_abstract.h.html#Kernel_Function_Objects" name="Kernel Function Objects"/>