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Posted to commits@hivemall.apache.org by my...@apache.org on 2017/06/23 10:04:16 UTC

[41/41] incubator-hivemall-site git commit: Added descriptions about Feature Pairing in the user guide

Added descriptions about Feature Pairing in the user guide


Project: http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/repo
Commit: http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/commit/ba518dab
Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/tree/ba518dab
Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/diff/ba518dab

Branch: refs/heads/asf-site
Commit: ba518dabca99b7c0723b08cf873a89254b054e01
Parents: f103c42
Author: Makoto Yui <yu...@gmail.com>
Authored: Fri Jun 23 19:03:17 2017 +0900
Committer: Makoto Yui <yu...@gmail.com>
Committed: Fri Jun 23 19:03:17 2017 +0900

----------------------------------------------------------------------
 userguide/anomaly/changefinder.html             |  222 +-
 userguide/anomaly/lof.html                      |  222 +-
 userguide/anomaly/sst.html                      |  222 +-
 userguide/binaryclass/a9a.html                  |  226 +-
 userguide/binaryclass/a9a_dataset.html          |  222 +-
 userguide/binaryclass/a9a_lr.html               |  222 +-
 userguide/binaryclass/a9a_minibatch.html        |  222 +-
 userguide/binaryclass/general.html              |  227 +-
 userguide/binaryclass/kdd2010a.html             |  226 +-
 userguide/binaryclass/kdd2010a_dataset.html     |  222 +-
 userguide/binaryclass/kdd2010a_scw.html         |  222 +-
 userguide/binaryclass/kdd2010b.html             |  226 +-
 userguide/binaryclass/kdd2010b_arow.html        |  222 +-
 userguide/binaryclass/kdd2010b_dataset.html     |  222 +-
 userguide/binaryclass/news20.html               |  226 +-
 userguide/binaryclass/news20_adagrad.html       |  222 +-
 userguide/binaryclass/news20_dataset.html       |  222 +-
 userguide/binaryclass/news20_pa.html            |  222 +-
 userguide/binaryclass/news20_scw.html           |  222 +-
 userguide/binaryclass/titanic_rf.html           |  226 +-
 userguide/binaryclass/webspam.html              |  226 +-
 userguide/binaryclass/webspam_dataset.html      |  222 +-
 userguide/binaryclass/webspam_scw.html          |  222 +-
 userguide/clustering/lda.html                   |  270 ++-
 userguide/clustering/plsa.html                  |  269 +-
 userguide/docker/getting_started.html           |  222 +-
 userguide/eval/auc.html                         |  235 +-
 userguide/eval/datagen.html                     |  222 +-
 userguide/eval/lr_datagen.html                  |  222 +-
 userguide/eval/rank.html                        |  268 +-
 userguide/eval/stat_eval.html                   |  224 +-
 userguide/ft_engineering/binning.html           |  224 +-
 userguide/ft_engineering/ft_trans.html          |  224 +-
 userguide/ft_engineering/hashing.html           |  222 +-
 userguide/ft_engineering/pairing.html           | 2240 +++++++++++++++++
 userguide/ft_engineering/polynomial.html        | 2288 ++++++++++++++++++
 userguide/ft_engineering/quantify.html          |  224 +-
 userguide/ft_engineering/scaling.html           |  222 +-
 userguide/ft_engineering/selection.html         |  226 +-
 userguide/ft_engineering/tfidf.html             |  226 +-
 userguide/ft_engineering/vectorization.html     |  222 +-
 userguide/geospatial/latlon.html                |  224 +-
 userguide/getting_started/index.html            |  222 +-
 userguide/getting_started/input-format.html     |  222 +-
 userguide/getting_started/installation.html     |  222 +-
 .../getting_started/permanent-functions.html    |  222 +-
 userguide/index.html                            |  222 +-
 userguide/misc/generic_funcs.html               |  222 +-
 userguide/misc/prediction.html                  |  270 ++-
 userguide/misc/tokenizer.html                   |  222 +-
 userguide/misc/topk.html                        |  222 +-
 userguide/multiclass/iris.html                  |  226 +-
 userguide/multiclass/iris_dataset.html          |  222 +-
 userguide/multiclass/iris_randomforest.html     |  224 +-
 userguide/multiclass/iris_scw.html              |  222 +-
 userguide/multiclass/news20.html                |  226 +-
 userguide/multiclass/news20_dataset.html        |  222 +-
 userguide/multiclass/news20_ensemble.html       |  222 +-
 .../multiclass/news20_one-vs-the-rest.html      |  222 +-
 .../news20_one-vs-the-rest_dataset.html         |  222 +-
 userguide/multiclass/news20_pa.html             |  222 +-
 userguide/multiclass/news20_scw.html            |  222 +-
 userguide/recommend/cf.html                     |  222 +-
 userguide/recommend/item_based_cf.html          |  222 +-
 userguide/recommend/movielens.html              |  222 +-
 userguide/recommend/movielens_cf.html           |  226 +-
 userguide/recommend/movielens_cv.html           |  222 +-
 userguide/recommend/movielens_dataset.html      |  222 +-
 userguide/recommend/movielens_fm.html           |  222 +-
 userguide/recommend/movielens_mf.html           |  222 +-
 userguide/recommend/news20.html                 |  222 +-
 userguide/recommend/news20_bbit_minhash.html    |  222 +-
 userguide/recommend/news20_jaccard.html         |  222 +-
 userguide/recommend/news20_knn.html             |  222 +-
 userguide/regression/e2006.html                 |  228 +-
 userguide/regression/e2006_arow.html            |  222 +-
 userguide/regression/e2006_dataset.html         |  222 +-
 userguide/regression/general.html               |  226 +-
 userguide/regression/kddcup12tr2.html           |  226 +-
 userguide/regression/kddcup12tr2_adagrad.html   |  222 +-
 userguide/regression/kddcup12tr2_dataset.html   |  222 +-
 userguide/regression/kddcup12tr2_lr.html        |  222 +-
 .../regression/kddcup12tr2_lr_amplify.html      |  222 +-
 userguide/search_index.json                     |    2 +-
 userguide/sitemap.xml                           |    6 +-
 userguide/spark/binaryclass/a9a_df.html         |  222 +-
 userguide/spark/binaryclass/index.html          |  222 +-
 userguide/spark/getting_started/index.html      |  222 +-
 .../spark/getting_started/installation.html     |  222 +-
 userguide/spark/misc/functions.html             |  222 +-
 userguide/spark/misc/misc.html                  |  222 +-
 userguide/spark/misc/topk_join.html             |  222 +-
 userguide/spark/regression/e2006_df.html        |  222 +-
 userguide/tips/addbias.html                     |  222 +-
 userguide/tips/emr.html                         |  222 +-
 userguide/tips/ensemble_learning.html           |  222 +-
 userguide/tips/general_tips.html                |  222 +-
 userguide/tips/hadoop_tuning.html               |  222 +-
 userguide/tips/index.html                       |  222 +-
 userguide/tips/mixserver.html                   |  222 +-
 userguide/tips/rand_amplify.html                |  222 +-
 userguide/tips/rowid.html                       |  222 +-
 userguide/tips/rt_prediction.html               |  222 +-
 userguide/troubleshooting/asterisk.html         |  222 +-
 userguide/troubleshooting/index.html            |  222 +-
 .../troubleshooting/mapjoin_classcastex.html    |  222 +-
 .../troubleshooting/mapjoin_task_error.html     |  222 +-
 userguide/troubleshooting/num_mappers.html      |  222 +-
 userguide/troubleshooting/oom.html              |  222 +-
 109 files changed, 18232 insertions(+), 9891 deletions(-)
----------------------------------------------------------------------


http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ba518dab/userguide/anomaly/changefinder.html
----------------------------------------------------------------------
diff --git a/userguide/anomaly/changefinder.html b/userguide/anomaly/changefinder.html
index 17d2450..85b6fe9 100644
--- a/userguide/anomaly/changefinder.html
+++ b/userguide/anomaly/changefinder.html
@@ -598,14 +598,30 @@
             
         </li>
     
-        <li class="chapter " data-level="3.5" data-path="../ft_engineering/tfidf.html">
+        <li class="chapter " data-level="3.5" data-path="../ft_engineering/pairing.html">
             
-                <a href="../ft_engineering/tfidf.html">
+                <a href="../ft_engineering/pairing.html">
             
                     
                         <b>3.5.</b>
                     
-                    TF-IDF Calculation
+                    FEATURE PAIRING
+            
+                </a>
+            
+
+            
+            <ul class="articles">
+                
+    
+        <li class="chapter " data-level="3.5.1" data-path="../ft_engineering/polynomial.html">
+            
+                <a href="../ft_engineering/polynomial.html">
+            
+                    
+                        <b>3.5.1.</b>
+                    
+                    Polynomial Features
             
                 </a>
             
@@ -613,6 +629,11 @@
             
         </li>
     
+
+            </ul>
+            
+        </li>
+    
         <li class="chapter " data-level="3.6" data-path="../ft_engineering/ft_trans.html">
             
                 <a href="../ft_engineering/ft_trans.html">
@@ -664,6 +685,21 @@
             
         </li>
     
+        <li class="chapter " data-level="3.7" data-path="../ft_engineering/tfidf.html">
+            
+                <a href="../ft_engineering/tfidf.html">
+            
+                    
+                        <b>3.7.</b>
+                    
+                    TF-IDF Calculation
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -761,7 +797,7 @@
 
     
         
-        <li class="header">Part V - Prediction</li>
+        <li class="header">Part V - Supervised Learning</li>
         
         
     
@@ -780,27 +816,19 @@
             
         </li>
     
-        <li class="chapter " data-level="5.2" data-path="../regression/general.html">
-            
-                <a href="../regression/general.html">
-            
-                    
-                        <b>5.2.</b>
-                    
-                    Regression
-            
-                </a>
-            
 
-            
-        </li>
     
-        <li class="chapter " data-level="5.3" data-path="../binaryclass/general.html">
+        
+        <li class="header">Part VI - Binary classification</li>
+        
+        
+    
+        <li class="chapter " data-level="6.1" data-path="../binaryclass/general.html">
             
                 <a href="../binaryclass/general.html">
             
                     
-                        <b>5.3.</b>
+                        <b>6.1.</b>
                     
                     Binary Classification
             
@@ -810,21 +838,14 @@
             
         </li>
     
-
-    
-        
-        <li class="header">Part VI - Binary classification tutorials</li>
-        
-        
-    
-        <li class="chapter " data-level="6.1" data-path="../binaryclass/a9a.html">
+        <li class="chapter " data-level="6.2" data-path="../binaryclass/a9a.html">
             
                 <a href="../binaryclass/a9a.html">
             
                     
-                        <b>6.1.</b>
+                        <b>6.2.</b>
                     
-                    a9a
+                    a9a tutorial
             
                 </a>
             
@@ -833,12 +854,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.1.1" data-path="../binaryclass/a9a_dataset.html">
+        <li class="chapter " data-level="6.2.1" data-path="../binaryclass/a9a_dataset.html">
             
                 <a href="../binaryclass/a9a_dataset.html">
             
                     
-                        <b>6.1.1.</b>
+                        <b>6.2.1.</b>
                     
                     Data preparation
             
@@ -848,12 +869,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.2" data-path="../binaryclass/a9a_lr.html">
+        <li class="chapter " data-level="6.2.2" data-path="../binaryclass/a9a_lr.html">
             
                 <a href="../binaryclass/a9a_lr.html">
             
                     
-                        <b>6.1.2.</b>
+                        <b>6.2.2.</b>
                     
                     Logistic Regression
             
@@ -863,12 +884,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.3" data-path="../binaryclass/a9a_minibatch.html">
+        <li class="chapter " data-level="6.2.3" data-path="../binaryclass/a9a_minibatch.html">
             
                 <a href="../binaryclass/a9a_minibatch.html">
             
                     
-                        <b>6.1.3.</b>
+                        <b>6.2.3.</b>
                     
                     Mini-batch Gradient Descent
             
@@ -883,14 +904,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2" data-path="../binaryclass/news20.html">
+        <li class="chapter " data-level="6.3" data-path="../binaryclass/news20.html">
             
                 <a href="../binaryclass/news20.html">
             
                     
-                        <b>6.2.</b>
+                        <b>6.3.</b>
                     
-                    News20
+                    News20 tutorial
             
                 </a>
             
@@ -899,12 +920,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.2.1" data-path="../binaryclass/news20_dataset.html">
+        <li class="chapter " data-level="6.3.1" data-path="../binaryclass/news20_dataset.html">
             
                 <a href="../binaryclass/news20_dataset.html">
             
                     
-                        <b>6.2.1.</b>
+                        <b>6.3.1.</b>
                     
                     Data preparation
             
@@ -914,12 +935,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.2" data-path="../binaryclass/news20_pa.html">
+        <li class="chapter " data-level="6.3.2" data-path="../binaryclass/news20_pa.html">
             
                 <a href="../binaryclass/news20_pa.html">
             
                     
-                        <b>6.2.2.</b>
+                        <b>6.3.2.</b>
                     
                     Perceptron, Passive Aggressive
             
@@ -929,12 +950,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.3" data-path="../binaryclass/news20_scw.html">
+        <li class="chapter " data-level="6.3.3" data-path="../binaryclass/news20_scw.html">
             
                 <a href="../binaryclass/news20_scw.html">
             
                     
-                        <b>6.2.3.</b>
+                        <b>6.3.3.</b>
                     
                     CW, AROW, SCW
             
@@ -944,12 +965,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.4" data-path="../binaryclass/news20_adagrad.html">
+        <li class="chapter " data-level="6.3.4" data-path="../binaryclass/news20_adagrad.html">
             
                 <a href="../binaryclass/news20_adagrad.html">
             
                     
-                        <b>6.2.4.</b>
+                        <b>6.3.4.</b>
                     
                     AdaGradRDA, AdaGrad, AdaDelta
             
@@ -964,14 +985,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.3" data-path="../binaryclass/kdd2010a.html">
+        <li class="chapter " data-level="6.4" data-path="../binaryclass/kdd2010a.html">
             
                 <a href="../binaryclass/kdd2010a.html">
             
                     
-                        <b>6.3.</b>
+                        <b>6.4.</b>
                     
-                    KDD2010a
+                    KDD2010a tutorial
             
                 </a>
             
@@ -980,12 +1001,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.3.1" data-path="../binaryclass/kdd2010a_dataset.html">
+        <li class="chapter " data-level="6.4.1" data-path="../binaryclass/kdd2010a_dataset.html">
             
                 <a href="../binaryclass/kdd2010a_dataset.html">
             
                     
-                        <b>6.3.1.</b>
+                        <b>6.4.1.</b>
                     
                     Data preparation
             
@@ -995,12 +1016,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.3.2" data-path="../binaryclass/kdd2010a_scw.html">
+        <li class="chapter " data-level="6.4.2" data-path="../binaryclass/kdd2010a_scw.html">
             
                 <a href="../binaryclass/kdd2010a_scw.html">
             
                     
-                        <b>6.3.2.</b>
+                        <b>6.4.2.</b>
                     
                     PA, CW, AROW, SCW
             
@@ -1015,14 +1036,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.4" data-path="../binaryclass/kdd2010b.html">
+        <li class="chapter " data-level="6.5" data-path="../binaryclass/kdd2010b.html">
             
                 <a href="../binaryclass/kdd2010b.html">
             
                     
-                        <b>6.4.</b>
+                        <b>6.5.</b>
                     
-                    KDD2010b
+                    KDD2010b tutorial
             
                 </a>
             
@@ -1031,12 +1052,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.4.1" data-path="../binaryclass/kdd2010b_dataset.html">
+        <li class="chapter " data-level="6.5.1" data-path="../binaryclass/kdd2010b_dataset.html">
             
                 <a href="../binaryclass/kdd2010b_dataset.html">
             
                     
-                        <b>6.4.1.</b>
+                        <b>6.5.1.</b>
                     
                     Data preparation
             
@@ -1046,12 +1067,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.4.2" data-path="../binaryclass/kdd2010b_arow.html">
+        <li class="chapter " data-level="6.5.2" data-path="../binaryclass/kdd2010b_arow.html">
             
                 <a href="../binaryclass/kdd2010b_arow.html">
             
                     
-                        <b>6.4.2.</b>
+                        <b>6.5.2.</b>
                     
                     AROW
             
@@ -1066,14 +1087,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.5" data-path="../binaryclass/webspam.html">
+        <li class="chapter " data-level="6.6" data-path="../binaryclass/webspam.html">
             
                 <a href="../binaryclass/webspam.html">
             
                     
-                        <b>6.5.</b>
+                        <b>6.6.</b>
                     
-                    Webspam
+                    Webspam tutorial
             
                 </a>
             
@@ -1082,12 +1103,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.5.1" data-path="../binaryclass/webspam_dataset.html">
+        <li class="chapter " data-level="6.6.1" data-path="../binaryclass/webspam_dataset.html">
             
                 <a href="../binaryclass/webspam_dataset.html">
             
                     
-                        <b>6.5.1.</b>
+                        <b>6.6.1.</b>
                     
                     Data pareparation
             
@@ -1097,12 +1118,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.5.2" data-path="../binaryclass/webspam_scw.html">
+        <li class="chapter " data-level="6.6.2" data-path="../binaryclass/webspam_scw.html">
             
                 <a href="../binaryclass/webspam_scw.html">
             
                     
-                        <b>6.5.2.</b>
+                        <b>6.6.2.</b>
                     
                     PA1, AROW, SCW
             
@@ -1117,14 +1138,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.6" data-path="../binaryclass/titanic_rf.html">
+        <li class="chapter " data-level="6.7" data-path="../binaryclass/titanic_rf.html">
             
                 <a href="../binaryclass/titanic_rf.html">
             
                     
-                        <b>6.6.</b>
+                        <b>6.7.</b>
                     
-                    Kaggle Titanic
+                    Kaggle Titanic tutorial
             
                 </a>
             
@@ -1135,7 +1156,7 @@
 
     
         
-        <li class="header">Part VII - Multiclass classification tutorials</li>
+        <li class="header">Part VII - Multiclass classification</li>
         
         
     
@@ -1146,7 +1167,7 @@
                     
                         <b>7.1.</b>
                     
-                    News20 Multiclass
+                    News20 Multiclass tutorial
             
                 </a>
             
@@ -1257,7 +1278,7 @@
                     
                         <b>7.2.</b>
                     
-                    Iris
+                    Iris tutorial
             
                 </a>
             
@@ -1319,18 +1340,33 @@
 
     
         
-        <li class="header">Part VIII - Regression tutorials</li>
+        <li class="header">Part VIII - Regression</li>
         
         
     
-        <li class="chapter " data-level="8.1" data-path="../regression/e2006.html">
+        <li class="chapter " data-level="8.1" data-path="../regression/general.html">
             
-                <a href="../regression/e2006.html">
+                <a href="../regression/general.html">
             
                     
                         <b>8.1.</b>
                     
-                    E2006-tfidf regression
+                    Regression
+            
+                </a>
+            
+
+            
+        </li>
+    
+        <li class="chapter " data-level="8.2" data-path="../regression/e2006.html">
+            
+                <a href="../regression/e2006.html">
+            
+                    
+                        <b>8.2.</b>
+                    
+                    E2006-tfidf regression tutorial
             
                 </a>
             
@@ -1339,12 +1375,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.1.1" data-path="../regression/e2006_dataset.html">
+        <li class="chapter " data-level="8.2.1" data-path="../regression/e2006_dataset.html">
             
                 <a href="../regression/e2006_dataset.html">
             
                     
-                        <b>8.1.1.</b>
+                        <b>8.2.1.</b>
                     
                     Data preparation
             
@@ -1354,12 +1390,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.1.2" data-path="../regression/e2006_arow.html">
+        <li class="chapter " data-level="8.2.2" data-path="../regression/e2006_arow.html">
             
                 <a href="../regression/e2006_arow.html">
             
                     
-                        <b>8.1.2.</b>
+                        <b>8.2.2.</b>
                     
                     Passive Aggressive, AROW
             
@@ -1374,14 +1410,14 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2" data-path="../regression/kddcup12tr2.html">
+        <li class="chapter " data-level="8.3" data-path="../regression/kddcup12tr2.html">
             
                 <a href="../regression/kddcup12tr2.html">
             
                     
-                        <b>8.2.</b>
+                        <b>8.3.</b>
                     
-                    KDDCup 2012 track 2 CTR prediction
+                    KDDCup 2012 track 2 CTR prediction tutorial
             
                 </a>
             
@@ -1390,12 +1426,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.2.1" data-path="../regression/kddcup12tr2_dataset.html">
+        <li class="chapter " data-level="8.3.1" data-path="../regression/kddcup12tr2_dataset.html">
             
                 <a href="../regression/kddcup12tr2_dataset.html">
             
                     
-                        <b>8.2.1.</b>
+                        <b>8.3.1.</b>
                     
                     Data preparation
             
@@ -1405,12 +1441,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.2" data-path="../regression/kddcup12tr2_lr.html">
+        <li class="chapter " data-level="8.3.2" data-path="../regression/kddcup12tr2_lr.html">
             
                 <a href="../regression/kddcup12tr2_lr.html">
             
                     
-                        <b>8.2.2.</b>
+                        <b>8.3.2.</b>
                     
                     Logistic Regression, Passive Aggressive
             
@@ -1420,12 +1456,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
+        <li class="chapter " data-level="8.3.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
             
                 <a href="../regression/kddcup12tr2_lr_amplify.html">
             
                     
-                        <b>8.2.3.</b>
+                        <b>8.3.3.</b>
                     
                     Logistic Regression with Amplifier
             
@@ -1435,12 +1471,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.4" data-path="../regression/kddcup12tr2_adagrad.html">
+        <li class="chapter " data-level="8.3.4" data-path="../regression/kddcup12tr2_adagrad.html">
             
                 <a href="../regression/kddcup12tr2_adagrad.html">
             
                     
-                        <b>8.2.4.</b>
+                        <b>8.3.4.</b>
                     
                     AdaGrad, AdaDelta
             
@@ -2320,7 +2356,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ba518dab/userguide/anomaly/lof.html
----------------------------------------------------------------------
diff --git a/userguide/anomaly/lof.html b/userguide/anomaly/lof.html
index a48c6ed..5c5e049 100644
--- a/userguide/anomaly/lof.html
+++ b/userguide/anomaly/lof.html
@@ -598,14 +598,30 @@
             
         </li>
     
-        <li class="chapter " data-level="3.5" data-path="../ft_engineering/tfidf.html">
+        <li class="chapter " data-level="3.5" data-path="../ft_engineering/pairing.html">
             
-                <a href="../ft_engineering/tfidf.html">
+                <a href="../ft_engineering/pairing.html">
             
                     
                         <b>3.5.</b>
                     
-                    TF-IDF Calculation
+                    FEATURE PAIRING
+            
+                </a>
+            
+
+            
+            <ul class="articles">
+                
+    
+        <li class="chapter " data-level="3.5.1" data-path="../ft_engineering/polynomial.html">
+            
+                <a href="../ft_engineering/polynomial.html">
+            
+                    
+                        <b>3.5.1.</b>
+                    
+                    Polynomial Features
             
                 </a>
             
@@ -613,6 +629,11 @@
             
         </li>
     
+
+            </ul>
+            
+        </li>
+    
         <li class="chapter " data-level="3.6" data-path="../ft_engineering/ft_trans.html">
             
                 <a href="../ft_engineering/ft_trans.html">
@@ -664,6 +685,21 @@
             
         </li>
     
+        <li class="chapter " data-level="3.7" data-path="../ft_engineering/tfidf.html">
+            
+                <a href="../ft_engineering/tfidf.html">
+            
+                    
+                        <b>3.7.</b>
+                    
+                    TF-IDF Calculation
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -761,7 +797,7 @@
 
     
         
-        <li class="header">Part V - Prediction</li>
+        <li class="header">Part V - Supervised Learning</li>
         
         
     
@@ -780,27 +816,19 @@
             
         </li>
     
-        <li class="chapter " data-level="5.2" data-path="../regression/general.html">
-            
-                <a href="../regression/general.html">
-            
-                    
-                        <b>5.2.</b>
-                    
-                    Regression
-            
-                </a>
-            
 
-            
-        </li>
     
-        <li class="chapter " data-level="5.3" data-path="../binaryclass/general.html">
+        
+        <li class="header">Part VI - Binary classification</li>
+        
+        
+    
+        <li class="chapter " data-level="6.1" data-path="../binaryclass/general.html">
             
                 <a href="../binaryclass/general.html">
             
                     
-                        <b>5.3.</b>
+                        <b>6.1.</b>
                     
                     Binary Classification
             
@@ -810,21 +838,14 @@
             
         </li>
     
-
-    
-        
-        <li class="header">Part VI - Binary classification tutorials</li>
-        
-        
-    
-        <li class="chapter " data-level="6.1" data-path="../binaryclass/a9a.html">
+        <li class="chapter " data-level="6.2" data-path="../binaryclass/a9a.html">
             
                 <a href="../binaryclass/a9a.html">
             
                     
-                        <b>6.1.</b>
+                        <b>6.2.</b>
                     
-                    a9a
+                    a9a tutorial
             
                 </a>
             
@@ -833,12 +854,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.1.1" data-path="../binaryclass/a9a_dataset.html">
+        <li class="chapter " data-level="6.2.1" data-path="../binaryclass/a9a_dataset.html">
             
                 <a href="../binaryclass/a9a_dataset.html">
             
                     
-                        <b>6.1.1.</b>
+                        <b>6.2.1.</b>
                     
                     Data preparation
             
@@ -848,12 +869,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.2" data-path="../binaryclass/a9a_lr.html">
+        <li class="chapter " data-level="6.2.2" data-path="../binaryclass/a9a_lr.html">
             
                 <a href="../binaryclass/a9a_lr.html">
             
                     
-                        <b>6.1.2.</b>
+                        <b>6.2.2.</b>
                     
                     Logistic Regression
             
@@ -863,12 +884,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.3" data-path="../binaryclass/a9a_minibatch.html">
+        <li class="chapter " data-level="6.2.3" data-path="../binaryclass/a9a_minibatch.html">
             
                 <a href="../binaryclass/a9a_minibatch.html">
             
                     
-                        <b>6.1.3.</b>
+                        <b>6.2.3.</b>
                     
                     Mini-batch Gradient Descent
             
@@ -883,14 +904,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2" data-path="../binaryclass/news20.html">
+        <li class="chapter " data-level="6.3" data-path="../binaryclass/news20.html">
             
                 <a href="../binaryclass/news20.html">
             
                     
-                        <b>6.2.</b>
+                        <b>6.3.</b>
                     
-                    News20
+                    News20 tutorial
             
                 </a>
             
@@ -899,12 +920,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.2.1" data-path="../binaryclass/news20_dataset.html">
+        <li class="chapter " data-level="6.3.1" data-path="../binaryclass/news20_dataset.html">
             
                 <a href="../binaryclass/news20_dataset.html">
             
                     
-                        <b>6.2.1.</b>
+                        <b>6.3.1.</b>
                     
                     Data preparation
             
@@ -914,12 +935,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.2" data-path="../binaryclass/news20_pa.html">
+        <li class="chapter " data-level="6.3.2" data-path="../binaryclass/news20_pa.html">
             
                 <a href="../binaryclass/news20_pa.html">
             
                     
-                        <b>6.2.2.</b>
+                        <b>6.3.2.</b>
                     
                     Perceptron, Passive Aggressive
             
@@ -929,12 +950,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.3" data-path="../binaryclass/news20_scw.html">
+        <li class="chapter " data-level="6.3.3" data-path="../binaryclass/news20_scw.html">
             
                 <a href="../binaryclass/news20_scw.html">
             
                     
-                        <b>6.2.3.</b>
+                        <b>6.3.3.</b>
                     
                     CW, AROW, SCW
             
@@ -944,12 +965,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.4" data-path="../binaryclass/news20_adagrad.html">
+        <li class="chapter " data-level="6.3.4" data-path="../binaryclass/news20_adagrad.html">
             
                 <a href="../binaryclass/news20_adagrad.html">
             
                     
-                        <b>6.2.4.</b>
+                        <b>6.3.4.</b>
                     
                     AdaGradRDA, AdaGrad, AdaDelta
             
@@ -964,14 +985,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.3" data-path="../binaryclass/kdd2010a.html">
+        <li class="chapter " data-level="6.4" data-path="../binaryclass/kdd2010a.html">
             
                 <a href="../binaryclass/kdd2010a.html">
             
                     
-                        <b>6.3.</b>
+                        <b>6.4.</b>
                     
-                    KDD2010a
+                    KDD2010a tutorial
             
                 </a>
             
@@ -980,12 +1001,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.3.1" data-path="../binaryclass/kdd2010a_dataset.html">
+        <li class="chapter " data-level="6.4.1" data-path="../binaryclass/kdd2010a_dataset.html">
             
                 <a href="../binaryclass/kdd2010a_dataset.html">
             
                     
-                        <b>6.3.1.</b>
+                        <b>6.4.1.</b>
                     
                     Data preparation
             
@@ -995,12 +1016,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.3.2" data-path="../binaryclass/kdd2010a_scw.html">
+        <li class="chapter " data-level="6.4.2" data-path="../binaryclass/kdd2010a_scw.html">
             
                 <a href="../binaryclass/kdd2010a_scw.html">
             
                     
-                        <b>6.3.2.</b>
+                        <b>6.4.2.</b>
                     
                     PA, CW, AROW, SCW
             
@@ -1015,14 +1036,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.4" data-path="../binaryclass/kdd2010b.html">
+        <li class="chapter " data-level="6.5" data-path="../binaryclass/kdd2010b.html">
             
                 <a href="../binaryclass/kdd2010b.html">
             
                     
-                        <b>6.4.</b>
+                        <b>6.5.</b>
                     
-                    KDD2010b
+                    KDD2010b tutorial
             
                 </a>
             
@@ -1031,12 +1052,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.4.1" data-path="../binaryclass/kdd2010b_dataset.html">
+        <li class="chapter " data-level="6.5.1" data-path="../binaryclass/kdd2010b_dataset.html">
             
                 <a href="../binaryclass/kdd2010b_dataset.html">
             
                     
-                        <b>6.4.1.</b>
+                        <b>6.5.1.</b>
                     
                     Data preparation
             
@@ -1046,12 +1067,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.4.2" data-path="../binaryclass/kdd2010b_arow.html">
+        <li class="chapter " data-level="6.5.2" data-path="../binaryclass/kdd2010b_arow.html">
             
                 <a href="../binaryclass/kdd2010b_arow.html">
             
                     
-                        <b>6.4.2.</b>
+                        <b>6.5.2.</b>
                     
                     AROW
             
@@ -1066,14 +1087,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.5" data-path="../binaryclass/webspam.html">
+        <li class="chapter " data-level="6.6" data-path="../binaryclass/webspam.html">
             
                 <a href="../binaryclass/webspam.html">
             
                     
-                        <b>6.5.</b>
+                        <b>6.6.</b>
                     
-                    Webspam
+                    Webspam tutorial
             
                 </a>
             
@@ -1082,12 +1103,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.5.1" data-path="../binaryclass/webspam_dataset.html">
+        <li class="chapter " data-level="6.6.1" data-path="../binaryclass/webspam_dataset.html">
             
                 <a href="../binaryclass/webspam_dataset.html">
             
                     
-                        <b>6.5.1.</b>
+                        <b>6.6.1.</b>
                     
                     Data pareparation
             
@@ -1097,12 +1118,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.5.2" data-path="../binaryclass/webspam_scw.html">
+        <li class="chapter " data-level="6.6.2" data-path="../binaryclass/webspam_scw.html">
             
                 <a href="../binaryclass/webspam_scw.html">
             
                     
-                        <b>6.5.2.</b>
+                        <b>6.6.2.</b>
                     
                     PA1, AROW, SCW
             
@@ -1117,14 +1138,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.6" data-path="../binaryclass/titanic_rf.html">
+        <li class="chapter " data-level="6.7" data-path="../binaryclass/titanic_rf.html">
             
                 <a href="../binaryclass/titanic_rf.html">
             
                     
-                        <b>6.6.</b>
+                        <b>6.7.</b>
                     
-                    Kaggle Titanic
+                    Kaggle Titanic tutorial
             
                 </a>
             
@@ -1135,7 +1156,7 @@
 
     
         
-        <li class="header">Part VII - Multiclass classification tutorials</li>
+        <li class="header">Part VII - Multiclass classification</li>
         
         
     
@@ -1146,7 +1167,7 @@
                     
                         <b>7.1.</b>
                     
-                    News20 Multiclass
+                    News20 Multiclass tutorial
             
                 </a>
             
@@ -1257,7 +1278,7 @@
                     
                         <b>7.2.</b>
                     
-                    Iris
+                    Iris tutorial
             
                 </a>
             
@@ -1319,18 +1340,33 @@
 
     
         
-        <li class="header">Part VIII - Regression tutorials</li>
+        <li class="header">Part VIII - Regression</li>
         
         
     
-        <li class="chapter " data-level="8.1" data-path="../regression/e2006.html">
+        <li class="chapter " data-level="8.1" data-path="../regression/general.html">
             
-                <a href="../regression/e2006.html">
+                <a href="../regression/general.html">
             
                     
                         <b>8.1.</b>
                     
-                    E2006-tfidf regression
+                    Regression
+            
+                </a>
+            
+
+            
+        </li>
+    
+        <li class="chapter " data-level="8.2" data-path="../regression/e2006.html">
+            
+                <a href="../regression/e2006.html">
+            
+                    
+                        <b>8.2.</b>
+                    
+                    E2006-tfidf regression tutorial
             
                 </a>
             
@@ -1339,12 +1375,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.1.1" data-path="../regression/e2006_dataset.html">
+        <li class="chapter " data-level="8.2.1" data-path="../regression/e2006_dataset.html">
             
                 <a href="../regression/e2006_dataset.html">
             
                     
-                        <b>8.1.1.</b>
+                        <b>8.2.1.</b>
                     
                     Data preparation
             
@@ -1354,12 +1390,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.1.2" data-path="../regression/e2006_arow.html">
+        <li class="chapter " data-level="8.2.2" data-path="../regression/e2006_arow.html">
             
                 <a href="../regression/e2006_arow.html">
             
                     
-                        <b>8.1.2.</b>
+                        <b>8.2.2.</b>
                     
                     Passive Aggressive, AROW
             
@@ -1374,14 +1410,14 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2" data-path="../regression/kddcup12tr2.html">
+        <li class="chapter " data-level="8.3" data-path="../regression/kddcup12tr2.html">
             
                 <a href="../regression/kddcup12tr2.html">
             
                     
-                        <b>8.2.</b>
+                        <b>8.3.</b>
                     
-                    KDDCup 2012 track 2 CTR prediction
+                    KDDCup 2012 track 2 CTR prediction tutorial
             
                 </a>
             
@@ -1390,12 +1426,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.2.1" data-path="../regression/kddcup12tr2_dataset.html">
+        <li class="chapter " data-level="8.3.1" data-path="../regression/kddcup12tr2_dataset.html">
             
                 <a href="../regression/kddcup12tr2_dataset.html">
             
                     
-                        <b>8.2.1.</b>
+                        <b>8.3.1.</b>
                     
                     Data preparation
             
@@ -1405,12 +1441,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.2" data-path="../regression/kddcup12tr2_lr.html">
+        <li class="chapter " data-level="8.3.2" data-path="../regression/kddcup12tr2_lr.html">
             
                 <a href="../regression/kddcup12tr2_lr.html">
             
                     
-                        <b>8.2.2.</b>
+                        <b>8.3.2.</b>
                     
                     Logistic Regression, Passive Aggressive
             
@@ -1420,12 +1456,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
+        <li class="chapter " data-level="8.3.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
             
                 <a href="../regression/kddcup12tr2_lr_amplify.html">
             
                     
-                        <b>8.2.3.</b>
+                        <b>8.3.3.</b>
                     
                     Logistic Regression with Amplifier
             
@@ -1435,12 +1471,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.4" data-path="../regression/kddcup12tr2_adagrad.html">
+        <li class="chapter " data-level="8.3.4" data-path="../regression/kddcup12tr2_adagrad.html">
             
                 <a href="../regression/kddcup12tr2_adagrad.html">
             
                     
-                        <b>8.2.4.</b>
+                        <b>8.3.4.</b>
                     
                     AdaGrad, AdaDelta
             
@@ -2298,7 +2334,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/ba518dab/userguide/anomaly/sst.html
----------------------------------------------------------------------
diff --git a/userguide/anomaly/sst.html b/userguide/anomaly/sst.html
index ba44d4a..e320cf8 100644
--- a/userguide/anomaly/sst.html
+++ b/userguide/anomaly/sst.html
@@ -598,14 +598,30 @@
             
         </li>
     
-        <li class="chapter " data-level="3.5" data-path="../ft_engineering/tfidf.html">
+        <li class="chapter " data-level="3.5" data-path="../ft_engineering/pairing.html">
             
-                <a href="../ft_engineering/tfidf.html">
+                <a href="../ft_engineering/pairing.html">
             
                     
                         <b>3.5.</b>
                     
-                    TF-IDF Calculation
+                    FEATURE PAIRING
+            
+                </a>
+            
+
+            
+            <ul class="articles">
+                
+    
+        <li class="chapter " data-level="3.5.1" data-path="../ft_engineering/polynomial.html">
+            
+                <a href="../ft_engineering/polynomial.html">
+            
+                    
+                        <b>3.5.1.</b>
+                    
+                    Polynomial Features
             
                 </a>
             
@@ -613,6 +629,11 @@
             
         </li>
     
+
+            </ul>
+            
+        </li>
+    
         <li class="chapter " data-level="3.6" data-path="../ft_engineering/ft_trans.html">
             
                 <a href="../ft_engineering/ft_trans.html">
@@ -664,6 +685,21 @@
             
         </li>
     
+        <li class="chapter " data-level="3.7" data-path="../ft_engineering/tfidf.html">
+            
+                <a href="../ft_engineering/tfidf.html">
+            
+                    
+                        <b>3.7.</b>
+                    
+                    TF-IDF Calculation
+            
+                </a>
+            
+
+            
+        </li>
+    
 
     
         
@@ -761,7 +797,7 @@
 
     
         
-        <li class="header">Part V - Prediction</li>
+        <li class="header">Part V - Supervised Learning</li>
         
         
     
@@ -780,27 +816,19 @@
             
         </li>
     
-        <li class="chapter " data-level="5.2" data-path="../regression/general.html">
-            
-                <a href="../regression/general.html">
-            
-                    
-                        <b>5.2.</b>
-                    
-                    Regression
-            
-                </a>
-            
 
-            
-        </li>
     
-        <li class="chapter " data-level="5.3" data-path="../binaryclass/general.html">
+        
+        <li class="header">Part VI - Binary classification</li>
+        
+        
+    
+        <li class="chapter " data-level="6.1" data-path="../binaryclass/general.html">
             
                 <a href="../binaryclass/general.html">
             
                     
-                        <b>5.3.</b>
+                        <b>6.1.</b>
                     
                     Binary Classification
             
@@ -810,21 +838,14 @@
             
         </li>
     
-
-    
-        
-        <li class="header">Part VI - Binary classification tutorials</li>
-        
-        
-    
-        <li class="chapter " data-level="6.1" data-path="../binaryclass/a9a.html">
+        <li class="chapter " data-level="6.2" data-path="../binaryclass/a9a.html">
             
                 <a href="../binaryclass/a9a.html">
             
                     
-                        <b>6.1.</b>
+                        <b>6.2.</b>
                     
-                    a9a
+                    a9a tutorial
             
                 </a>
             
@@ -833,12 +854,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.1.1" data-path="../binaryclass/a9a_dataset.html">
+        <li class="chapter " data-level="6.2.1" data-path="../binaryclass/a9a_dataset.html">
             
                 <a href="../binaryclass/a9a_dataset.html">
             
                     
-                        <b>6.1.1.</b>
+                        <b>6.2.1.</b>
                     
                     Data preparation
             
@@ -848,12 +869,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.2" data-path="../binaryclass/a9a_lr.html">
+        <li class="chapter " data-level="6.2.2" data-path="../binaryclass/a9a_lr.html">
             
                 <a href="../binaryclass/a9a_lr.html">
             
                     
-                        <b>6.1.2.</b>
+                        <b>6.2.2.</b>
                     
                     Logistic Regression
             
@@ -863,12 +884,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.3" data-path="../binaryclass/a9a_minibatch.html">
+        <li class="chapter " data-level="6.2.3" data-path="../binaryclass/a9a_minibatch.html">
             
                 <a href="../binaryclass/a9a_minibatch.html">
             
                     
-                        <b>6.1.3.</b>
+                        <b>6.2.3.</b>
                     
                     Mini-batch Gradient Descent
             
@@ -883,14 +904,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2" data-path="../binaryclass/news20.html">
+        <li class="chapter " data-level="6.3" data-path="../binaryclass/news20.html">
             
                 <a href="../binaryclass/news20.html">
             
                     
-                        <b>6.2.</b>
+                        <b>6.3.</b>
                     
-                    News20
+                    News20 tutorial
             
                 </a>
             
@@ -899,12 +920,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.2.1" data-path="../binaryclass/news20_dataset.html">
+        <li class="chapter " data-level="6.3.1" data-path="../binaryclass/news20_dataset.html">
             
                 <a href="../binaryclass/news20_dataset.html">
             
                     
-                        <b>6.2.1.</b>
+                        <b>6.3.1.</b>
                     
                     Data preparation
             
@@ -914,12 +935,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.2" data-path="../binaryclass/news20_pa.html">
+        <li class="chapter " data-level="6.3.2" data-path="../binaryclass/news20_pa.html">
             
                 <a href="../binaryclass/news20_pa.html">
             
                     
-                        <b>6.2.2.</b>
+                        <b>6.3.2.</b>
                     
                     Perceptron, Passive Aggressive
             
@@ -929,12 +950,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.3" data-path="../binaryclass/news20_scw.html">
+        <li class="chapter " data-level="6.3.3" data-path="../binaryclass/news20_scw.html">
             
                 <a href="../binaryclass/news20_scw.html">
             
                     
-                        <b>6.2.3.</b>
+                        <b>6.3.3.</b>
                     
                     CW, AROW, SCW
             
@@ -944,12 +965,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.4" data-path="../binaryclass/news20_adagrad.html">
+        <li class="chapter " data-level="6.3.4" data-path="../binaryclass/news20_adagrad.html">
             
                 <a href="../binaryclass/news20_adagrad.html">
             
                     
-                        <b>6.2.4.</b>
+                        <b>6.3.4.</b>
                     
                     AdaGradRDA, AdaGrad, AdaDelta
             
@@ -964,14 +985,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.3" data-path="../binaryclass/kdd2010a.html">
+        <li class="chapter " data-level="6.4" data-path="../binaryclass/kdd2010a.html">
             
                 <a href="../binaryclass/kdd2010a.html">
             
                     
-                        <b>6.3.</b>
+                        <b>6.4.</b>
                     
-                    KDD2010a
+                    KDD2010a tutorial
             
                 </a>
             
@@ -980,12 +1001,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.3.1" data-path="../binaryclass/kdd2010a_dataset.html">
+        <li class="chapter " data-level="6.4.1" data-path="../binaryclass/kdd2010a_dataset.html">
             
                 <a href="../binaryclass/kdd2010a_dataset.html">
             
                     
-                        <b>6.3.1.</b>
+                        <b>6.4.1.</b>
                     
                     Data preparation
             
@@ -995,12 +1016,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.3.2" data-path="../binaryclass/kdd2010a_scw.html">
+        <li class="chapter " data-level="6.4.2" data-path="../binaryclass/kdd2010a_scw.html">
             
                 <a href="../binaryclass/kdd2010a_scw.html">
             
                     
-                        <b>6.3.2.</b>
+                        <b>6.4.2.</b>
                     
                     PA, CW, AROW, SCW
             
@@ -1015,14 +1036,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.4" data-path="../binaryclass/kdd2010b.html">
+        <li class="chapter " data-level="6.5" data-path="../binaryclass/kdd2010b.html">
             
                 <a href="../binaryclass/kdd2010b.html">
             
                     
-                        <b>6.4.</b>
+                        <b>6.5.</b>
                     
-                    KDD2010b
+                    KDD2010b tutorial
             
                 </a>
             
@@ -1031,12 +1052,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.4.1" data-path="../binaryclass/kdd2010b_dataset.html">
+        <li class="chapter " data-level="6.5.1" data-path="../binaryclass/kdd2010b_dataset.html">
             
                 <a href="../binaryclass/kdd2010b_dataset.html">
             
                     
-                        <b>6.4.1.</b>
+                        <b>6.5.1.</b>
                     
                     Data preparation
             
@@ -1046,12 +1067,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.4.2" data-path="../binaryclass/kdd2010b_arow.html">
+        <li class="chapter " data-level="6.5.2" data-path="../binaryclass/kdd2010b_arow.html">
             
                 <a href="../binaryclass/kdd2010b_arow.html">
             
                     
-                        <b>6.4.2.</b>
+                        <b>6.5.2.</b>
                     
                     AROW
             
@@ -1066,14 +1087,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.5" data-path="../binaryclass/webspam.html">
+        <li class="chapter " data-level="6.6" data-path="../binaryclass/webspam.html">
             
                 <a href="../binaryclass/webspam.html">
             
                     
-                        <b>6.5.</b>
+                        <b>6.6.</b>
                     
-                    Webspam
+                    Webspam tutorial
             
                 </a>
             
@@ -1082,12 +1103,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.5.1" data-path="../binaryclass/webspam_dataset.html">
+        <li class="chapter " data-level="6.6.1" data-path="../binaryclass/webspam_dataset.html">
             
                 <a href="../binaryclass/webspam_dataset.html">
             
                     
-                        <b>6.5.1.</b>
+                        <b>6.6.1.</b>
                     
                     Data pareparation
             
@@ -1097,12 +1118,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.5.2" data-path="../binaryclass/webspam_scw.html">
+        <li class="chapter " data-level="6.6.2" data-path="../binaryclass/webspam_scw.html">
             
                 <a href="../binaryclass/webspam_scw.html">
             
                     
-                        <b>6.5.2.</b>
+                        <b>6.6.2.</b>
                     
                     PA1, AROW, SCW
             
@@ -1117,14 +1138,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.6" data-path="../binaryclass/titanic_rf.html">
+        <li class="chapter " data-level="6.7" data-path="../binaryclass/titanic_rf.html">
             
                 <a href="../binaryclass/titanic_rf.html">
             
                     
-                        <b>6.6.</b>
+                        <b>6.7.</b>
                     
-                    Kaggle Titanic
+                    Kaggle Titanic tutorial
             
                 </a>
             
@@ -1135,7 +1156,7 @@
 
     
         
-        <li class="header">Part VII - Multiclass classification tutorials</li>
+        <li class="header">Part VII - Multiclass classification</li>
         
         
     
@@ -1146,7 +1167,7 @@
                     
                         <b>7.1.</b>
                     
-                    News20 Multiclass
+                    News20 Multiclass tutorial
             
                 </a>
             
@@ -1257,7 +1278,7 @@
                     
                         <b>7.2.</b>
                     
-                    Iris
+                    Iris tutorial
             
                 </a>
             
@@ -1319,18 +1340,33 @@
 
     
         
-        <li class="header">Part VIII - Regression tutorials</li>
+        <li class="header">Part VIII - Regression</li>
         
         
     
-        <li class="chapter " data-level="8.1" data-path="../regression/e2006.html">
+        <li class="chapter " data-level="8.1" data-path="../regression/general.html">
             
-                <a href="../regression/e2006.html">
+                <a href="../regression/general.html">
             
                     
                         <b>8.1.</b>
                     
-                    E2006-tfidf regression
+                    Regression
+            
+                </a>
+            
+
+            
+        </li>
+    
+        <li class="chapter " data-level="8.2" data-path="../regression/e2006.html">
+            
+                <a href="../regression/e2006.html">
+            
+                    
+                        <b>8.2.</b>
+                    
+                    E2006-tfidf regression tutorial
             
                 </a>
             
@@ -1339,12 +1375,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.1.1" data-path="../regression/e2006_dataset.html">
+        <li class="chapter " data-level="8.2.1" data-path="../regression/e2006_dataset.html">
             
                 <a href="../regression/e2006_dataset.html">
             
                     
-                        <b>8.1.1.</b>
+                        <b>8.2.1.</b>
                     
                     Data preparation
             
@@ -1354,12 +1390,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.1.2" data-path="../regression/e2006_arow.html">
+        <li class="chapter " data-level="8.2.2" data-path="../regression/e2006_arow.html">
             
                 <a href="../regression/e2006_arow.html">
             
                     
-                        <b>8.1.2.</b>
+                        <b>8.2.2.</b>
                     
                     Passive Aggressive, AROW
             
@@ -1374,14 +1410,14 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2" data-path="../regression/kddcup12tr2.html">
+        <li class="chapter " data-level="8.3" data-path="../regression/kddcup12tr2.html">
             
                 <a href="../regression/kddcup12tr2.html">
             
                     
-                        <b>8.2.</b>
+                        <b>8.3.</b>
                     
-                    KDDCup 2012 track 2 CTR prediction
+                    KDDCup 2012 track 2 CTR prediction tutorial
             
                 </a>
             
@@ -1390,12 +1426,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.2.1" data-path="../regression/kddcup12tr2_dataset.html">
+        <li class="chapter " data-level="8.3.1" data-path="../regression/kddcup12tr2_dataset.html">
             
                 <a href="../regression/kddcup12tr2_dataset.html">
             
                     
-                        <b>8.2.1.</b>
+                        <b>8.3.1.</b>
                     
                     Data preparation
             
@@ -1405,12 +1441,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.2" data-path="../regression/kddcup12tr2_lr.html">
+        <li class="chapter " data-level="8.3.2" data-path="../regression/kddcup12tr2_lr.html">
             
                 <a href="../regression/kddcup12tr2_lr.html">
             
                     
-                        <b>8.2.2.</b>
+                        <b>8.3.2.</b>
                     
                     Logistic Regression, Passive Aggressive
             
@@ -1420,12 +1456,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
+        <li class="chapter " data-level="8.3.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
             
                 <a href="../regression/kddcup12tr2_lr_amplify.html">
             
                     
-                        <b>8.2.3.</b>
+                        <b>8.3.3.</b>
                     
                     Logistic Regression with Amplifier
             
@@ -1435,12 +1471,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.4" data-path="../regression/kddcup12tr2_adagrad.html">
+        <li class="chapter " data-level="8.3.4" data-path="../regression/kddcup12tr2_adagrad.html">
             
                 <a href="../regression/kddcup12tr2_adagrad.html">
             
                     
-                        <b>8.2.4.</b>
+                        <b>8.3.4.</b>
                     
                     AdaGrad, AdaDelta
             
@@ -2306,7 +2342,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
     <script>
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