Merge pull request #21 from fhswf/updates

Alignment with MLPro 2.0.2

Author: detlefarend

doc/rtd/MLPro-Int-scikit-learn.gif

@@ -1,18 +1,18 @@
-.. _Howto_OA_AD_008:
-Howto OA-AD-008: Extended Anomaly Detection using a One Class SVM (nD)
-======================================================================
+.. _Howto_OA_AD_001:
+Howto OA-AD-001: Anomaly Detection using Isolation Forest (1D)
+==================================================================
 
 **Executable code**
 
-.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_008_oneclasssvm_paga_nd.py
+.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_001_if_pa_1d.py
 	:language: python
 
 
 
 **Results**
 
 .. image::
-    images/howto_oa_ad_008_oneclasssvm_paga_nd.png
+    images/howto_oa_ad_001_if_pa_1d.png
     :width: 600px
 
 

doc/rtd/content/01_example_pool/02_howtos_anomaly_detectors/howto_oa_ad_008_oneclasssvm_paga_nd.rst renamed to doc/rtd/content/01_example_pool/02_howtos_anomaly_detectors/howto_oa_ad_001_if_pa_1d.rst

@@ -1,18 +1,18 @@
-.. _Howto_OA_AD_005:
-Howto OA-AD-005: Extended Anomaly Detection using a One Class SVM (1D)
-======================================================================
+.. _Howto_OA_AD_002:
+Howto OA-AD-002: Anomaly Detection using Isolation Forest (2D)
+==================================================================
 
 **Executable code**
 
-.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_005_oneclasssvm_paga_1d.py
+.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_002_if_pa_2d.py
 	:language: python
 
 
 
 **Results**
 
 .. image::
-    images/howto_oa_ad_005_oneclasssvm_paga_1d.png
+    images/howto_oa_ad_002_if_pa_2d.png
     :width: 600px
 
 

doc/rtd/content/01_example_pool/02_howtos_anomaly_detectors/howto_oa_ad_001_oneclasssvm_pa_1d.rst

@@ -1,18 +1,18 @@
-.. _Howto_OA_AD_006:
-Howto OA-AD-006: Extended Anomaly Detection using a One Class SVM (2D)
-======================================================================
+.. _Howto_OA_AD_003:
+Howto OA-AD-003: Anomaly Detection using Isolation Forest (3D)
+==================================================================
 
 **Executable code**
 
-.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_006_oneclasssvm_paga_2d.py
+.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_003_if_pa_3d.py
 	:language: python
 
 
 
 **Results**
 
 .. image::
-    images/howto_oa_ad_006_oneclasssvm_paga_2d.png
+    images/howto_oa_ad_003_if_pa_3d.png
     :width: 600px
 
 

doc/rtd/content/01_example_pool/02_howtos_anomaly_detectors/howto_oa_ad_005_oneclasssvm_paga_1d.rst renamed to doc/rtd/content/01_example_pool/02_howtos_anomaly_detectors/howto_oa_ad_002_if_pa_2d.rst

@@ -1,18 +1,18 @@
-.. _Howto_OA_AD_007:
-Howto OA-AD-007: Extended Anomaly Detection using a One Class SVM (3D)
-======================================================================
+.. _Howto_OA_AD_004:
+Howto OA-AD-004: Anomaly Detection using Isolation Forest (nD)
+==================================================================
 
 **Executable code**
 
-.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_007_oneclasssvm_paga_3d.py
+.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_004_if_pa_nd.py
 	:language: python
 
 
 
 **Results**
 
 .. image::
-    images/howto_oa_ad_007_oneclasssvm_paga_3d.png
+    images/howto_oa_ad_004_if_pa_nd.png
     :width: 600px
 
 

doc/rtd/content/01_example_pool/02_howtos_anomaly_detectors/howto_oa_ad_002_oneclasssvm_pa_2d.rst

@@ -1,18 +1,18 @@
-.. _Howto_OA_AD_021:
-Howto OA-AD-021: Anomaly Detection using Local Outlier Factor (1D)
+.. _Howto_OA_AD_011:
+Howto OA-AD-011: Anomaly Detection using Local Outlier Factor (1D)
 ==================================================================
 
 **Executable code**
 
-.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_021_lof_pa_1d.py
+.. literalinclude:: ../../../../../test/howtos/oa/howto_oa_ad_011_lof_pa_1d.py
 	:language: python
 
 
 
 **Results**
 
 .. image::
-    images/howto_oa_ad_021_lof_pa_1d.png
+    images/howto_oa_ad_011_lof_pa_1d.png
     :width: 600px