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Posted to commits@hivemall.apache.org by my...@apache.org on 2017/06/15 10:36:20 UTC

[35/51] [partial] incubator-hivemall-site git commit: Updated userguide for dimsum and general classifier/regressor

http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/f103c424/userguide/eval/lr_datagen.html
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diff --git a/userguide/eval/lr_datagen.html b/userguide/eval/lr_datagen.html
index ba621d2..045f1c5 100644
--- a/userguide/eval/lr_datagen.html
+++ b/userguide/eval/lr_datagen.html
@@ -97,7 +97,7 @@
     <link rel="shortcut icon" href="../gitbook/images/favicon.ico" type="image/x-icon">
 
     
-    <link rel="next" href="../binaryclass/a9a.html" />
+    <link rel="next" href="../misc/prediction.html" />
     
     
     <link rel="prev" href="datagen.html" />
@@ -761,18 +761,70 @@
 
     
         
-        <li class="header">Part V - Binary classification</li>
+        <li class="header">Part V - Prediction</li>
         
         
     
-        <li class="chapter " data-level="5.1" data-path="../binaryclass/a9a.html">
+        <li class="chapter " data-level="5.1" data-path="../misc/prediction.html">
             
-                <a href="../binaryclass/a9a.html">
+                <a href="../misc/prediction.html">
             
                     
                         <b>5.1.</b>
                     
-                    a9a Tutorial
+                    How Prediction Works
+            
+                </a>
+            
+
+            
+        </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">
+            
+                <a href="../binaryclass/general.html">
+            
+                    
+                        <b>5.3.</b>
+                    
+                    Binary Classification
+            
+                </a>
+            
+
+            
+        </li>
+    
+
+    
+        
+        <li class="header">Part VI - Binary classification tutorials</li>
+        
+        
+    
+        <li class="chapter " data-level="6.1" data-path="../binaryclass/a9a.html">
+            
+                <a href="../binaryclass/a9a.html">
+            
+                    
+                        <b>6.1.</b>
+                    
+                    a9a
             
                 </a>
             
@@ -781,12 +833,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="5.1.1" data-path="../binaryclass/a9a_dataset.html">
+        <li class="chapter " data-level="6.1.1" data-path="../binaryclass/a9a_dataset.html">
             
                 <a href="../binaryclass/a9a_dataset.html">
             
                     
-                        <b>5.1.1.</b>
+                        <b>6.1.1.</b>
                     
                     Data preparation
             
@@ -796,12 +848,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.1.2" data-path="../binaryclass/a9a_lr.html">
+        <li class="chapter " data-level="6.1.2" data-path="../binaryclass/a9a_lr.html">
             
                 <a href="../binaryclass/a9a_lr.html">
             
                     
-                        <b>5.1.2.</b>
+                        <b>6.1.2.</b>
                     
                     Logistic Regression
             
@@ -811,12 +863,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.1.3" data-path="../binaryclass/a9a_minibatch.html">
+        <li class="chapter " data-level="6.1.3" data-path="../binaryclass/a9a_minibatch.html">
             
                 <a href="../binaryclass/a9a_minibatch.html">
             
                     
-                        <b>5.1.3.</b>
+                        <b>6.1.3.</b>
                     
                     Mini-batch Gradient Descent
             
@@ -831,14 +883,14 @@
             
         </li>
     
-        <li class="chapter " data-level="5.2" data-path="../binaryclass/news20.html">
+        <li class="chapter " data-level="6.2" data-path="../binaryclass/news20.html">
             
                 <a href="../binaryclass/news20.html">
             
                     
-                        <b>5.2.</b>
+                        <b>6.2.</b>
                     
-                    News20 Tutorial
+                    News20
             
                 </a>
             
@@ -847,12 +899,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="5.2.1" data-path="../binaryclass/news20_dataset.html">
+        <li class="chapter " data-level="6.2.1" data-path="../binaryclass/news20_dataset.html">
             
                 <a href="../binaryclass/news20_dataset.html">
             
                     
-                        <b>5.2.1.</b>
+                        <b>6.2.1.</b>
                     
                     Data preparation
             
@@ -862,12 +914,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.2.2" data-path="../binaryclass/news20_pa.html">
+        <li class="chapter " data-level="6.2.2" data-path="../binaryclass/news20_pa.html">
             
                 <a href="../binaryclass/news20_pa.html">
             
                     
-                        <b>5.2.2.</b>
+                        <b>6.2.2.</b>
                     
                     Perceptron, Passive Aggressive
             
@@ -877,12 +929,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.2.3" data-path="../binaryclass/news20_scw.html">
+        <li class="chapter " data-level="6.2.3" data-path="../binaryclass/news20_scw.html">
             
                 <a href="../binaryclass/news20_scw.html">
             
                     
-                        <b>5.2.3.</b>
+                        <b>6.2.3.</b>
                     
                     CW, AROW, SCW
             
@@ -892,12 +944,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.2.4" data-path="../binaryclass/news20_adagrad.html">
+        <li class="chapter " data-level="6.2.4" data-path="../binaryclass/news20_adagrad.html">
             
                 <a href="../binaryclass/news20_adagrad.html">
             
                     
-                        <b>5.2.4.</b>
+                        <b>6.2.4.</b>
                     
                     AdaGradRDA, AdaGrad, AdaDelta
             
@@ -912,14 +964,14 @@
             
         </li>
     
-        <li class="chapter " data-level="5.3" data-path="../binaryclass/kdd2010a.html">
+        <li class="chapter " data-level="6.3" data-path="../binaryclass/kdd2010a.html">
             
                 <a href="../binaryclass/kdd2010a.html">
             
                     
-                        <b>5.3.</b>
+                        <b>6.3.</b>
                     
-                    KDD2010a Tutorial
+                    KDD2010a
             
                 </a>
             
@@ -928,12 +980,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="5.3.1" data-path="../binaryclass/kdd2010a_dataset.html">
+        <li class="chapter " data-level="6.3.1" data-path="../binaryclass/kdd2010a_dataset.html">
             
                 <a href="../binaryclass/kdd2010a_dataset.html">
             
                     
-                        <b>5.3.1.</b>
+                        <b>6.3.1.</b>
                     
                     Data preparation
             
@@ -943,12 +995,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.3.2" data-path="../binaryclass/kdd2010a_scw.html">
+        <li class="chapter " data-level="6.3.2" data-path="../binaryclass/kdd2010a_scw.html">
             
                 <a href="../binaryclass/kdd2010a_scw.html">
             
                     
-                        <b>5.3.2.</b>
+                        <b>6.3.2.</b>
                     
                     PA, CW, AROW, SCW
             
@@ -963,14 +1015,14 @@
             
         </li>
     
-        <li class="chapter " data-level="5.4" data-path="../binaryclass/kdd2010b.html">
+        <li class="chapter " data-level="6.4" data-path="../binaryclass/kdd2010b.html">
             
                 <a href="../binaryclass/kdd2010b.html">
             
                     
-                        <b>5.4.</b>
+                        <b>6.4.</b>
                     
-                    KDD2010b Tutorial
+                    KDD2010b
             
                 </a>
             
@@ -979,12 +1031,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="5.4.1" data-path="../binaryclass/kdd2010b_dataset.html">
+        <li class="chapter " data-level="6.4.1" data-path="../binaryclass/kdd2010b_dataset.html">
             
                 <a href="../binaryclass/kdd2010b_dataset.html">
             
                     
-                        <b>5.4.1.</b>
+                        <b>6.4.1.</b>
                     
                     Data preparation
             
@@ -994,12 +1046,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.4.2" data-path="../binaryclass/kdd2010b_arow.html">
+        <li class="chapter " data-level="6.4.2" data-path="../binaryclass/kdd2010b_arow.html">
             
                 <a href="../binaryclass/kdd2010b_arow.html">
             
                     
-                        <b>5.4.2.</b>
+                        <b>6.4.2.</b>
                     
                     AROW
             
@@ -1014,14 +1066,14 @@
             
         </li>
     
-        <li class="chapter " data-level="5.5" data-path="../binaryclass/webspam.html">
+        <li class="chapter " data-level="6.5" data-path="../binaryclass/webspam.html">
             
                 <a href="../binaryclass/webspam.html">
             
                     
-                        <b>5.5.</b>
+                        <b>6.5.</b>
                     
-                    Webspam Tutorial
+                    Webspam
             
                 </a>
             
@@ -1030,12 +1082,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="5.5.1" data-path="../binaryclass/webspam_dataset.html">
+        <li class="chapter " data-level="6.5.1" data-path="../binaryclass/webspam_dataset.html">
             
                 <a href="../binaryclass/webspam_dataset.html">
             
                     
-                        <b>5.5.1.</b>
+                        <b>6.5.1.</b>
                     
                     Data pareparation
             
@@ -1045,12 +1097,12 @@
             
         </li>
     
-        <li class="chapter " data-level="5.5.2" data-path="../binaryclass/webspam_scw.html">
+        <li class="chapter " data-level="6.5.2" data-path="../binaryclass/webspam_scw.html">
             
                 <a href="../binaryclass/webspam_scw.html">
             
                     
-                        <b>5.5.2.</b>
+                        <b>6.5.2.</b>
                     
                     PA1, AROW, SCW
             
@@ -1065,14 +1117,14 @@
             
         </li>
     
-        <li class="chapter " data-level="5.6" data-path="../binaryclass/titanic_rf.html">
+        <li class="chapter " data-level="6.6" data-path="../binaryclass/titanic_rf.html">
             
                 <a href="../binaryclass/titanic_rf.html">
             
                     
-                        <b>5.6.</b>
+                        <b>6.6.</b>
                     
-                    Kaggle Titanic Tutorial
+                    Kaggle Titanic
             
                 </a>
             
@@ -1083,18 +1135,18 @@
 
     
         
-        <li class="header">Part VI - Multiclass classification</li>
+        <li class="header">Part VII - Multiclass classification tutorials</li>
         
         
     
-        <li class="chapter " data-level="6.1" data-path="../multiclass/news20.html">
+        <li class="chapter " data-level="7.1" data-path="../multiclass/news20.html">
             
                 <a href="../multiclass/news20.html">
             
                     
-                        <b>6.1.</b>
+                        <b>7.1.</b>
                     
-                    News20 Multiclass Tutorial
+                    News20 Multiclass
             
                 </a>
             
@@ -1103,12 +1155,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.1.1" data-path="../multiclass/news20_dataset.html">
+        <li class="chapter " data-level="7.1.1" data-path="../multiclass/news20_dataset.html">
             
                 <a href="../multiclass/news20_dataset.html">
             
                     
-                        <b>6.1.1.</b>
+                        <b>7.1.1.</b>
                     
                     Data preparation
             
@@ -1118,12 +1170,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.2" data-path="../multiclass/news20_one-vs-the-rest_dataset.html">
+        <li class="chapter " data-level="7.1.2" data-path="../multiclass/news20_one-vs-the-rest_dataset.html">
             
                 <a href="../multiclass/news20_one-vs-the-rest_dataset.html">
             
                     
-                        <b>6.1.2.</b>
+                        <b>7.1.2.</b>
                     
                     Data preparation for one-vs-the-rest classifiers
             
@@ -1133,12 +1185,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.3" data-path="../multiclass/news20_pa.html">
+        <li class="chapter " data-level="7.1.3" data-path="../multiclass/news20_pa.html">
             
                 <a href="../multiclass/news20_pa.html">
             
                     
-                        <b>6.1.3.</b>
+                        <b>7.1.3.</b>
                     
                     PA
             
@@ -1148,12 +1200,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.4" data-path="../multiclass/news20_scw.html">
+        <li class="chapter " data-level="7.1.4" data-path="../multiclass/news20_scw.html">
             
                 <a href="../multiclass/news20_scw.html">
             
                     
-                        <b>6.1.4.</b>
+                        <b>7.1.4.</b>
                     
                     CW, AROW, SCW
             
@@ -1163,12 +1215,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.5" data-path="../multiclass/news20_ensemble.html">
+        <li class="chapter " data-level="7.1.5" data-path="../multiclass/news20_ensemble.html">
             
                 <a href="../multiclass/news20_ensemble.html">
             
                     
-                        <b>6.1.5.</b>
+                        <b>7.1.5.</b>
                     
                     Ensemble learning
             
@@ -1178,12 +1230,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.1.6" data-path="../multiclass/news20_one-vs-the-rest.html">
+        <li class="chapter " data-level="7.1.6" data-path="../multiclass/news20_one-vs-the-rest.html">
             
                 <a href="../multiclass/news20_one-vs-the-rest.html">
             
                     
-                        <b>6.1.6.</b>
+                        <b>7.1.6.</b>
                     
                     one-vs-the-rest classifier
             
@@ -1198,14 +1250,14 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2" data-path="../multiclass/iris.html">
+        <li class="chapter " data-level="7.2" data-path="../multiclass/iris.html">
             
                 <a href="../multiclass/iris.html">
             
                     
-                        <b>6.2.</b>
+                        <b>7.2.</b>
                     
-                    Iris Tutorial
+                    Iris
             
                 </a>
             
@@ -1214,12 +1266,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="6.2.1" data-path="../multiclass/iris_dataset.html">
+        <li class="chapter " data-level="7.2.1" data-path="../multiclass/iris_dataset.html">
             
                 <a href="../multiclass/iris_dataset.html">
             
                     
-                        <b>6.2.1.</b>
+                        <b>7.2.1.</b>
                     
                     Data preparation
             
@@ -1229,12 +1281,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.2" data-path="../multiclass/iris_scw.html">
+        <li class="chapter " data-level="7.2.2" data-path="../multiclass/iris_scw.html">
             
                 <a href="../multiclass/iris_scw.html">
             
                     
-                        <b>6.2.2.</b>
+                        <b>7.2.2.</b>
                     
                     SCW
             
@@ -1244,12 +1296,12 @@
             
         </li>
     
-        <li class="chapter " data-level="6.2.3" data-path="../multiclass/iris_randomforest.html">
+        <li class="chapter " data-level="7.2.3" data-path="../multiclass/iris_randomforest.html">
             
                 <a href="../multiclass/iris_randomforest.html">
             
                     
-                        <b>6.2.3.</b>
+                        <b>7.2.3.</b>
                     
                     RandomForest
             
@@ -1267,18 +1319,18 @@
 
     
         
-        <li class="header">Part VII - Regression</li>
+        <li class="header">Part VIII - Regression tutorials</li>
         
         
     
-        <li class="chapter " data-level="7.1" data-path="../regression/e2006.html">
+        <li class="chapter " data-level="8.1" data-path="../regression/e2006.html">
             
                 <a href="../regression/e2006.html">
             
                     
-                        <b>7.1.</b>
+                        <b>8.1.</b>
                     
-                    E2006-tfidf regression Tutorial
+                    E2006-tfidf regression
             
                 </a>
             
@@ -1287,12 +1339,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="7.1.1" data-path="../regression/e2006_dataset.html">
+        <li class="chapter " data-level="8.1.1" data-path="../regression/e2006_dataset.html">
             
                 <a href="../regression/e2006_dataset.html">
             
                     
-                        <b>7.1.1.</b>
+                        <b>8.1.1.</b>
                     
                     Data preparation
             
@@ -1302,12 +1354,12 @@
             
         </li>
     
-        <li class="chapter " data-level="7.1.2" data-path="../regression/e2006_arow.html">
+        <li class="chapter " data-level="8.1.2" data-path="../regression/e2006_arow.html">
             
                 <a href="../regression/e2006_arow.html">
             
                     
-                        <b>7.1.2.</b>
+                        <b>8.1.2.</b>
                     
                     Passive Aggressive, AROW
             
@@ -1322,14 +1374,14 @@
             
         </li>
     
-        <li class="chapter " data-level="7.2" data-path="../regression/kddcup12tr2.html">
+        <li class="chapter " data-level="8.2" data-path="../regression/kddcup12tr2.html">
             
                 <a href="../regression/kddcup12tr2.html">
             
                     
-                        <b>7.2.</b>
+                        <b>8.2.</b>
                     
-                    KDDCup 2012 track 2 CTR prediction Tutorial
+                    KDDCup 2012 track 2 CTR prediction
             
                 </a>
             
@@ -1338,12 +1390,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="7.2.1" data-path="../regression/kddcup12tr2_dataset.html">
+        <li class="chapter " data-level="8.2.1" data-path="../regression/kddcup12tr2_dataset.html">
             
                 <a href="../regression/kddcup12tr2_dataset.html">
             
                     
-                        <b>7.2.1.</b>
+                        <b>8.2.1.</b>
                     
                     Data preparation
             
@@ -1353,12 +1405,12 @@
             
         </li>
     
-        <li class="chapter " data-level="7.2.2" data-path="../regression/kddcup12tr2_lr.html">
+        <li class="chapter " data-level="8.2.2" data-path="../regression/kddcup12tr2_lr.html">
             
                 <a href="../regression/kddcup12tr2_lr.html">
             
                     
-                        <b>7.2.2.</b>
+                        <b>8.2.2.</b>
                     
                     Logistic Regression, Passive Aggressive
             
@@ -1368,12 +1420,12 @@
             
         </li>
     
-        <li class="chapter " data-level="7.2.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
+        <li class="chapter " data-level="8.2.3" data-path="../regression/kddcup12tr2_lr_amplify.html">
             
                 <a href="../regression/kddcup12tr2_lr_amplify.html">
             
                     
-                        <b>7.2.3.</b>
+                        <b>8.2.3.</b>
                     
                     Logistic Regression with Amplifier
             
@@ -1383,12 +1435,12 @@
             
         </li>
     
-        <li class="chapter " data-level="7.2.4" data-path="../regression/kddcup12tr2_adagrad.html">
+        <li class="chapter " data-level="8.2.4" data-path="../regression/kddcup12tr2_adagrad.html">
             
                 <a href="../regression/kddcup12tr2_adagrad.html">
             
                     
-                        <b>7.2.4.</b>
+                        <b>8.2.4.</b>
                     
                     AdaGrad, AdaDelta
             
@@ -1406,16 +1458,16 @@
 
     
         
-        <li class="header">Part VIII - Recommendation</li>
+        <li class="header">Part IX - Recommendation</li>
         
         
     
-        <li class="chapter " data-level="8.1" data-path="../recommend/cf.html">
+        <li class="chapter " data-level="9.1" data-path="../recommend/cf.html">
             
                 <a href="../recommend/cf.html">
             
                     
-                        <b>8.1.</b>
+                        <b>9.1.</b>
                     
                     Collaborative Filtering
             
@@ -1426,12 +1478,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.1.1" data-path="../recommend/item_based_cf.html">
+        <li class="chapter " data-level="9.1.1" data-path="../recommend/item_based_cf.html">
             
                 <a href="../recommend/item_based_cf.html">
             
                     
-                        <b>8.1.1.</b>
+                        <b>9.1.1.</b>
                     
                     Item-based Collaborative Filtering
             
@@ -1446,12 +1498,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2" data-path="../recommend/news20.html">
+        <li class="chapter " data-level="9.2" data-path="../recommend/news20.html">
             
                 <a href="../recommend/news20.html">
             
                     
-                        <b>8.2.</b>
+                        <b>9.2.</b>
                     
                     News20 related article recommendation Tutorial
             
@@ -1462,12 +1514,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.2.1" data-path="../multiclass/news20_dataset.html">
+        <li class="chapter " data-level="9.2.1" data-path="../multiclass/news20_dataset.html">
             
                 <a href="../multiclass/news20_dataset.html">
             
                     
-                        <b>8.2.1.</b>
+                        <b>9.2.1.</b>
                     
                     Data preparation
             
@@ -1477,12 +1529,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.2" data-path="../recommend/news20_jaccard.html">
+        <li class="chapter " data-level="9.2.2" data-path="../recommend/news20_jaccard.html">
             
                 <a href="../recommend/news20_jaccard.html">
             
                     
-                        <b>8.2.2.</b>
+                        <b>9.2.2.</b>
                     
                     LSH/Minhash and Jaccard Similarity
             
@@ -1492,12 +1544,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.3" data-path="../recommend/news20_knn.html">
+        <li class="chapter " data-level="9.2.3" data-path="../recommend/news20_knn.html">
             
                 <a href="../recommend/news20_knn.html">
             
                     
-                        <b>8.2.3.</b>
+                        <b>9.2.3.</b>
                     
                     LSH/Minhash and Brute-Force Search
             
@@ -1507,12 +1559,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.2.4" data-path="../recommend/news20_bbit_minhash.html">
+        <li class="chapter " data-level="9.2.4" data-path="../recommend/news20_bbit_minhash.html">
             
                 <a href="../recommend/news20_bbit_minhash.html">
             
                     
-                        <b>8.2.4.</b>
+                        <b>9.2.4.</b>
                     
                     kNN search using b-Bits Minhash
             
@@ -1527,12 +1579,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.3" data-path="../recommend/movielens.html">
+        <li class="chapter " data-level="9.3" data-path="../recommend/movielens.html">
             
                 <a href="../recommend/movielens.html">
             
                     
-                        <b>8.3.</b>
+                        <b>9.3.</b>
                     
                     MovieLens movie recommendation Tutorial
             
@@ -1543,12 +1595,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="8.3.1" data-path="../recommend/movielens_dataset.html">
+        <li class="chapter " data-level="9.3.1" data-path="../recommend/movielens_dataset.html">
             
                 <a href="../recommend/movielens_dataset.html">
             
                     
-                        <b>8.3.1.</b>
+                        <b>9.3.1.</b>
                     
                     Data preparation
             
@@ -1558,12 +1610,27 @@
             
         </li>
     
-        <li class="chapter " data-level="8.3.2" data-path="../recommend/movielens_mf.html">
+        <li class="chapter " data-level="9.3.2" data-path="../recommend/movielens_cf.html">
+            
+                <a href="../recommend/movielens_cf.html">
+            
+                    
+                        <b>9.3.2.</b>
+                    
+                    Item-based Collaborative Filtering
+            
+                </a>
+            
+
+            
+        </li>
+    
+        <li class="chapter " data-level="9.3.3" data-path="../recommend/movielens_mf.html">
             
                 <a href="../recommend/movielens_mf.html">
             
                     
-                        <b>8.3.2.</b>
+                        <b>9.3.3.</b>
                     
                     Matrix Factorization
             
@@ -1573,12 +1640,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.3.3" data-path="../recommend/movielens_fm.html">
+        <li class="chapter " data-level="9.3.4" data-path="../recommend/movielens_fm.html">
             
                 <a href="../recommend/movielens_fm.html">
             
                     
-                        <b>8.3.3.</b>
+                        <b>9.3.4.</b>
                     
                     Factorization Machine
             
@@ -1588,12 +1655,12 @@
             
         </li>
     
-        <li class="chapter " data-level="8.3.4" data-path="../recommend/movielens_cv.html">
+        <li class="chapter " data-level="9.3.5" data-path="../recommend/movielens_cv.html">
             
                 <a href="../recommend/movielens_cv.html">
             
                     
-                        <b>8.3.4.</b>
+                        <b>9.3.5.</b>
                     
                     10-fold Cross Validation (Matrix Factorization)
             
@@ -1611,16 +1678,16 @@
 
     
         
-        <li class="header">Part IX - Anomaly Detection</li>
+        <li class="header">Part X - Anomaly Detection</li>
         
         
     
-        <li class="chapter " data-level="9.1" data-path="../anomaly/lof.html">
+        <li class="chapter " data-level="10.1" data-path="../anomaly/lof.html">
             
                 <a href="../anomaly/lof.html">
             
                     
-                        <b>9.1.</b>
+                        <b>10.1.</b>
                     
                     Outlier Detection using Local Outlier Factor (LOF)
             
@@ -1630,12 +1697,12 @@
             
         </li>
     
-        <li class="chapter " data-level="9.2" data-path="../anomaly/sst.html">
+        <li class="chapter " data-level="10.2" data-path="../anomaly/sst.html">
             
                 <a href="../anomaly/sst.html">
             
                     
-                        <b>9.2.</b>
+                        <b>10.2.</b>
                     
                     Change-Point Detection using Singular Spectrum Transformation (SST)
             
@@ -1645,12 +1712,12 @@
             
         </li>
     
-        <li class="chapter " data-level="9.3" data-path="../anomaly/changefinder.html">
+        <li class="chapter " data-level="10.3" data-path="../anomaly/changefinder.html">
             
                 <a href="../anomaly/changefinder.html">
             
                     
-                        <b>9.3.</b>
+                        <b>10.3.</b>
                     
                     ChangeFinder: Detecting Outlier and Change-Point Simultaneously
             
@@ -1663,16 +1730,16 @@
 
     
         
-        <li class="header">Part X - Clustering</li>
+        <li class="header">Part XI - Clustering</li>
         
         
     
-        <li class="chapter " data-level="10.1" data-path="../clustering/lda.html">
+        <li class="chapter " data-level="11.1" data-path="../clustering/lda.html">
             
                 <a href="../clustering/lda.html">
             
                     
-                        <b>10.1.</b>
+                        <b>11.1.</b>
                     
                     Latent Dirichlet Allocation
             
@@ -1682,12 +1749,12 @@
             
         </li>
     
-        <li class="chapter " data-level="10.2" data-path="../clustering/plsa.html">
+        <li class="chapter " data-level="11.2" data-path="../clustering/plsa.html">
             
                 <a href="../clustering/plsa.html">
             
                     
-                        <b>10.2.</b>
+                        <b>11.2.</b>
                     
                     Probabilistic Latent Semantic Analysis
             
@@ -1700,16 +1767,16 @@
 
     
         
-        <li class="header">Part XI - GeoSpatial functions</li>
+        <li class="header">Part XII - GeoSpatial functions</li>
         
         
     
-        <li class="chapter " data-level="11.1" data-path="../geospatial/latlon.html">
+        <li class="chapter " data-level="12.1" data-path="../geospatial/latlon.html">
             
                 <a href="../geospatial/latlon.html">
             
                     
-                        <b>11.1.</b>
+                        <b>12.1.</b>
                     
                     Lat/Lon functions
             
@@ -1722,16 +1789,16 @@
 
     
         
-        <li class="header">Part XII - Hivemall on Spark</li>
+        <li class="header">Part XIII - Hivemall on Spark</li>
         
         
     
-        <li class="chapter " data-level="12.1" data-path="../spark/getting_started/">
+        <li class="chapter " data-level="13.1" data-path="../spark/getting_started/">
             
                 <a href="../spark/getting_started/">
             
                     
-                        <b>12.1.</b>
+                        <b>13.1.</b>
                     
                     Getting Started
             
@@ -1742,12 +1809,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="12.1.1" data-path="../spark/getting_started/installation.html">
+        <li class="chapter " data-level="13.1.1" data-path="../spark/getting_started/installation.html">
             
                 <a href="../spark/getting_started/installation.html">
             
                     
-                        <b>12.1.1.</b>
+                        <b>13.1.1.</b>
                     
                     Installation
             
@@ -1762,12 +1829,12 @@
             
         </li>
     
-        <li class="chapter " data-level="12.2" data-path="../spark/binaryclass/">
+        <li class="chapter " data-level="13.2" data-path="../spark/binaryclass/">
             
                 <a href="../spark/binaryclass/">
             
                     
-                        <b>12.2.</b>
+                        <b>13.2.</b>
                     
                     Binary Classification
             
@@ -1778,12 +1845,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="12.2.1" data-path="../spark/binaryclass/a9a_df.html">
+        <li class="chapter " data-level="13.2.1" data-path="../spark/binaryclass/a9a_df.html">
             
                 <a href="../spark/binaryclass/a9a_df.html">
             
                     
-                        <b>12.2.1.</b>
+                        <b>13.2.1.</b>
                     
                     a9a Tutorial for DataFrame
             
@@ -1798,12 +1865,12 @@
             
         </li>
     
-        <li class="chapter " data-level="12.3" data-path="../spark/binaryclass/">
+        <li class="chapter " data-level="13.3" data-path="../spark/binaryclass/">
             
                 <a href="../spark/binaryclass/">
             
                     
-                        <b>12.3.</b>
+                        <b>13.3.</b>
                     
                     Regression
             
@@ -1814,12 +1881,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="12.3.1" data-path="../spark/regression/e2006_df.html">
+        <li class="chapter " data-level="13.3.1" data-path="../spark/regression/e2006_df.html">
             
                 <a href="../spark/regression/e2006_df.html">
             
                     
-                        <b>12.3.1.</b>
+                        <b>13.3.1.</b>
                     
                     E2006-tfidf regression Tutorial for DataFrame
             
@@ -1834,12 +1901,12 @@
             
         </li>
     
-        <li class="chapter " data-level="12.4" data-path="../spark/misc/misc.html">
+        <li class="chapter " data-level="13.4" data-path="../spark/misc/misc.html">
             
                 <a href="../spark/misc/misc.html">
             
                     
-                        <b>12.4.</b>
+                        <b>13.4.</b>
                     
                     Generic features
             
@@ -1850,12 +1917,12 @@
             <ul class="articles">
                 
     
-        <li class="chapter " data-level="12.4.1" data-path="../spark/misc/topk_join.html">
+        <li class="chapter " data-level="13.4.1" data-path="../spark/misc/topk_join.html">
             
                 <a href="../spark/misc/topk_join.html">
             
                     
-                        <b>12.4.1.</b>
+                        <b>13.4.1.</b>
                     
                     Top-k Join processing
             
@@ -1865,12 +1932,12 @@
             
         </li>
     
-        <li class="chapter " data-level="12.4.2" data-path="../spark/misc/functions.html">
+        <li class="chapter " data-level="13.4.2" data-path="../spark/misc/functions.html">
             
                 <a href="../spark/misc/functions.html">
             
                     
-                        <b>12.4.2.</b>
+                        <b>13.4.2.</b>
                     
                     Other utility functions
             
@@ -1888,16 +1955,16 @@
 
     
         
-        <li class="header">Part XIII - Hivemall on Docker</li>
+        <li class="header">Part XIV - Hivemall on Docker</li>
         
         
     
-        <li class="chapter " data-level="13.1" data-path="../docker/getting_started.html">
+        <li class="chapter " data-level="14.1" data-path="../docker/getting_started.html">
             
                 <a href="../docker/getting_started.html">
             
                     
-                        <b>13.1.</b>
+                        <b>14.1.</b>
                     
                     Getting Started
             
@@ -1914,12 +1981,12 @@
         
         
     
-        <li class="chapter " data-level="14.1" >
+        <li class="chapter " data-level="15.1" >
             
                 <a target="_blank" href="https://github.com/maropu/hivemall-spark">
             
                     
-                        <b>14.1.</b>
+                        <b>15.1.</b>
                     
                     Hivemall on Apache Spark
             
@@ -1929,12 +1996,12 @@
             
         </li>
     
-        <li class="chapter " data-level="14.2" >
+        <li class="chapter " data-level="15.2" >
             
                 <a target="_blank" href="https://github.com/daijyc/hivemall/wiki/PigHome">
             
                     
-                        <b>14.2.</b>
+                        <b>15.2.</b>
                     
                     Hivemall on Apache Pig
             
@@ -2150,7 +2217,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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