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Posted to commits@hivemall.apache.org by my...@apache.org on 2017/06/15 10:36:36 UTC
[51/51] [partial] incubator-hivemall-site git commit: Updated
userguide for dimsum and general classifier/regressor
Updated userguide for dimsum and general classifier/regressor
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/f103c424
Tree: http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/tree/f103c424
Diff: http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/diff/f103c424
Branch: refs/heads/asf-site
Commit: f103c424774e29a9a6fd64c72960a47ea36f1337
Parents: acf3d4f
Author: Makoto Yui <yu...@gmail.com>
Authored: Thu Jun 15 19:35:30 2017 +0900
Committer: Makoto Yui <yu...@gmail.com>
Committed: Thu Jun 15 19:35:30 2017 +0900
----------------------------------------------------------------------
userguide/anomaly/changefinder.html | 379 +--
userguide/anomaly/lof.html | 379 +--
userguide/anomaly/sst.html | 379 +--
userguide/binaryclass/a9a.html | 385 +--
userguide/binaryclass/a9a_dataset.html | 379 +--
userguide/binaryclass/a9a_lr.html | 379 +--
userguide/binaryclass/a9a_minibatch.html | 379 +--
userguide/binaryclass/general.html | 2304 ++++++++++++++++
userguide/binaryclass/kdd2010a.html | 383 +--
userguide/binaryclass/kdd2010a_dataset.html | 379 +--
userguide/binaryclass/kdd2010a_scw.html | 379 +--
userguide/binaryclass/kdd2010b.html | 383 +--
userguide/binaryclass/kdd2010b_arow.html | 379 +--
userguide/binaryclass/kdd2010b_dataset.html | 379 +--
userguide/binaryclass/news20.html | 383 +--
userguide/binaryclass/news20_adagrad.html | 379 +--
userguide/binaryclass/news20_dataset.html | 379 +--
userguide/binaryclass/news20_pa.html | 379 +--
userguide/binaryclass/news20_scw.html | 379 +--
userguide/binaryclass/titanic_rf.html | 383 +--
userguide/binaryclass/webspam.html | 383 +--
userguide/binaryclass/webspam_dataset.html | 379 +--
userguide/binaryclass/webspam_scw.html | 379 +--
userguide/clustering/lda.html | 379 +--
userguide/clustering/plsa.html | 379 +--
userguide/docker/getting_started.html | 379 +--
userguide/eval/auc.html | 379 +--
userguide/eval/datagen.html | 379 +--
userguide/eval/lr_datagen.html | 381 +--
userguide/eval/rank.html | 425 +--
userguide/eval/stat_eval.html | 379 +--
userguide/ft_engineering/binning.html | 379 +--
userguide/ft_engineering/ft_trans.html | 379 +--
userguide/ft_engineering/hashing.html | 379 +--
userguide/ft_engineering/quantify.html | 379 +--
userguide/ft_engineering/scaling.html | 379 +--
userguide/ft_engineering/selection.html | 383 +--
userguide/ft_engineering/tfidf.html | 379 +--
userguide/ft_engineering/vectorization.html | 379 +--
userguide/geospatial/latlon.html | 381 +--
userguide/getting_started/index.html | 379 +--
userguide/getting_started/input-format.html | 379 +--
userguide/getting_started/installation.html | 379 +--
.../getting_started/permanent-functions.html | 379 +--
userguide/index.html | 379 +--
userguide/misc/generic_funcs.html | 379 +--
userguide/misc/prediction.html | 2370 ++++++++++++++++
userguide/misc/tokenizer.html | 379 +--
userguide/misc/topk.html | 379 +--
userguide/multiclass/iris.html | 383 +--
userguide/multiclass/iris_dataset.html | 379 +--
userguide/multiclass/iris_randomforest.html | 379 +--
userguide/multiclass/iris_scw.html | 379 +--
userguide/multiclass/news20.html | 383 +--
userguide/multiclass/news20_dataset.html | 379 +--
userguide/multiclass/news20_ensemble.html | 379 +--
.../multiclass/news20_one-vs-the-rest.html | 379 +--
.../news20_one-vs-the-rest_dataset.html | 379 +--
userguide/multiclass/news20_pa.html | 379 +--
userguide/multiclass/news20_scw.html | 379 +--
userguide/recommend/cf.html | 379 +--
userguide/recommend/item_based_cf.html | 379 +--
userguide/recommend/movielens.html | 379 +--
userguide/recommend/movielens_cf.html | 2543 ++++++++++++++++++
userguide/recommend/movielens_cv.html | 379 +--
userguide/recommend/movielens_dataset.html | 381 +--
userguide/recommend/movielens_fm.html | 379 +--
userguide/recommend/movielens_mf.html | 381 +--
userguide/recommend/news20.html | 379 +--
userguide/recommend/news20_bbit_minhash.html | 379 +--
userguide/recommend/news20_jaccard.html | 379 +--
userguide/recommend/news20_knn.html | 379 +--
userguide/regression/e2006.html | 383 +--
userguide/regression/e2006_arow.html | 379 +--
userguide/regression/e2006_dataset.html | 379 +--
userguide/regression/general.html | 2256 ++++++++++++++++
userguide/regression/kddcup12tr2.html | 383 +--
userguide/regression/kddcup12tr2_adagrad.html | 379 +--
userguide/regression/kddcup12tr2_dataset.html | 379 +--
userguide/regression/kddcup12tr2_lr.html | 379 +--
.../regression/kddcup12tr2_lr_amplify.html | 379 +--
userguide/search_index.json | 2 +-
userguide/sitemap.xml | 4 +
userguide/spark/binaryclass/a9a_df.html | 379 +--
userguide/spark/binaryclass/index.html | 379 +--
userguide/spark/getting_started/index.html | 379 +--
.../spark/getting_started/installation.html | 379 +--
userguide/spark/misc/functions.html | 379 +--
userguide/spark/misc/misc.html | 379 +--
userguide/spark/misc/topk_join.html | 379 +--
userguide/spark/regression/e2006_df.html | 379 +--
userguide/tips/addbias.html | 379 +--
userguide/tips/emr.html | 379 +--
userguide/tips/ensemble_learning.html | 379 +--
userguide/tips/general_tips.html | 379 +--
userguide/tips/hadoop_tuning.html | 379 +--
userguide/tips/index.html | 379 +--
userguide/tips/mixserver.html | 379 +--
userguide/tips/rand_amplify.html | 379 +--
userguide/tips/rowid.html | 379 +--
userguide/tips/rt_prediction.html | 379 +--
userguide/troubleshooting/asterisk.html | 379 +--
userguide/troubleshooting/index.html | 379 +--
.../troubleshooting/mapjoin_classcastex.html | 379 +--
.../troubleshooting/mapjoin_task_error.html | 379 +--
userguide/troubleshooting/num_mappers.html | 379 +--
userguide/troubleshooting/oom.html | 379 +--
107 files changed, 32051 insertions(+), 15807 deletions(-)
----------------------------------------------------------------------
http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/f103c424/userguide/anomaly/changefinder.html
----------------------------------------------------------------------
diff --git a/userguide/anomaly/changefinder.html b/userguide/anomaly/changefinder.html
index 84c74b2..17d2450 100644
--- a/userguide/anomaly/changefinder.html
+++ b/userguide/anomaly/changefinder.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="lof.html">
+ <li class="chapter " data-level="10.1" data-path="lof.html">
<a href="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="sst.html">
+ <li class="chapter " data-level="10.2" data-path="sst.html">
<a href="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 active" data-level="9.3" data-path="changefinder.html">
+ <li class="chapter active" data-level="10.3" data-path="changefinder.html">
<a href="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
@@ -2253,7 +2320,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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