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Posted to commits@hivemall.apache.org by my...@apache.org on 2020/03/03 07:01:48 UTC
[incubator-hivemall-site] branch asf-site updated: Update userguide
This is an automated email from the ASF dual-hosted git repository.
myui pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/incubator-hivemall-site.git
The following commit(s) were added to refs/heads/asf-site by this push:
new a450a12 Update userguide
a450a12 is described below
commit a450a1277e988afdc04b7909fa2003d2f9f00089
Author: Makoto Yui <my...@apache.org>
AuthorDate: Tue Mar 3 16:01:32 2020 +0900
Update userguide
---
userguide/anomaly/changefinder.html | 2 +-
userguide/anomaly/lof.html | 2 +-
userguide/anomaly/sst.html | 2 +-
userguide/binaryclass/a9a.html | 2 +-
userguide/binaryclass/a9a_dataset.html | 2 +-
userguide/binaryclass/a9a_generic.html | 2 +-
userguide/binaryclass/a9a_lr.html | 2 +-
userguide/binaryclass/a9a_minibatch.html | 2 +-
userguide/binaryclass/criteo.html | 2 +-
userguide/binaryclass/criteo_dataset.html | 2 +-
userguide/binaryclass/criteo_ffm.html | 2 +-
userguide/binaryclass/general.html | 2 +-
userguide/binaryclass/kdd2010a.html | 2 +-
userguide/binaryclass/kdd2010a_dataset.html | 7 ++----
userguide/binaryclass/kdd2010a_scw.html | 2 +-
userguide/binaryclass/kdd2010b.html | 2 +-
userguide/binaryclass/kdd2010b_arow.html | 2 +-
userguide/binaryclass/kdd2010b_dataset.html | 7 ++----
userguide/binaryclass/news20.html | 2 +-
userguide/binaryclass/news20_adagrad.html | 2 +-
userguide/binaryclass/news20_dataset.html | 2 +-
userguide/binaryclass/news20_generic.html | 2 +-
userguide/binaryclass/news20_pa.html | 2 +-
userguide/binaryclass/news20_rf.html | 2 +-
userguide/binaryclass/news20_scw.html | 2 +-
userguide/binaryclass/news20b_xgboost.html | 2 +-
userguide/binaryclass/titanic_rf.html | 2 +-
userguide/binaryclass/webspam.html | 2 +-
userguide/binaryclass/webspam_dataset.html | 6 +----
userguide/binaryclass/webspam_scw.html | 14 +++++-------
userguide/clustering/lda.html | 2 +-
userguide/clustering/plsa.html | 2 +-
userguide/docker/getting_started.html | 2 +-
userguide/eval/auc.html | 2 +-
userguide/eval/binary_classification_measures.html | 2 +-
userguide/eval/datagen.html | 2 +-
userguide/eval/lr_datagen.html | 2 +-
.../eval/multilabel_classification_measures.html | 2 +-
userguide/eval/rank.html | 2 +-
userguide/eval/regression.html | 2 +-
userguide/ft_engineering/binarize.html | 2 +-
userguide/ft_engineering/binning.html | 2 +-
userguide/ft_engineering/bm25.html | 2 +-
userguide/ft_engineering/ft_trans.html | 2 +-
userguide/ft_engineering/hashing.html | 2 +-
userguide/ft_engineering/onehot.html | 2 +-
userguide/ft_engineering/pairing.html | 2 +-
userguide/ft_engineering/polynomial.html | 2 +-
userguide/ft_engineering/quantify.html | 2 +-
userguide/ft_engineering/scaling.html | 2 +-
userguide/ft_engineering/selection.html | 2 +-
userguide/ft_engineering/term_vector.html | 2 +-
userguide/ft_engineering/tfidf.html | 2 +-
userguide/ft_engineering/vectorization.html | 2 +-
userguide/geospatial/latlon.html | 2 +-
userguide/getting_started/index.html | 2 +-
userguide/getting_started/input-format.html | 2 +-
userguide/getting_started/installation.html | 2 +-
userguide/getting_started/permanent-functions.html | 2 +-
userguide/index.html | 2 +-
userguide/misc/approx.html | 2 +-
userguide/misc/funcs.html | 2 +-
userguide/misc/generic_funcs.html | 2 +-
userguide/misc/tokenizer.html | 2 +-
userguide/misc/topk.html | 2 +-
userguide/multiclass/iris.html | 2 +-
userguide/multiclass/iris_dataset.html | 2 +-
userguide/multiclass/iris_randomforest.html | 2 +-
userguide/multiclass/iris_scw.html | 2 +-
userguide/multiclass/iris_xgboost.html | 2 +-
userguide/multiclass/news20.html | 2 +-
userguide/multiclass/news20_dataset.html | 2 +-
userguide/multiclass/news20_ensemble.html | 16 +------------
userguide/multiclass/news20_one-vs-the-rest.html | 13 +----------
.../multiclass/news20_one-vs-the-rest_dataset.html | 8 +------
userguide/multiclass/news20_pa.html | 2 +-
userguide/multiclass/news20_scw.html | 2 +-
userguide/multiclass/news20_xgboost.html | 2 +-
userguide/recommend/cf.html | 2 +-
userguide/recommend/item_based_cf.html | 6 ++---
userguide/recommend/movielens.html | 2 +-
userguide/recommend/movielens_cf.html | 2 +-
userguide/recommend/movielens_cv.html | 2 +-
userguide/recommend/movielens_dataset.html | 2 +-
userguide/recommend/movielens_fm.html | 2 +-
userguide/recommend/movielens_mf.html | 2 +-
userguide/recommend/movielens_slim.html | 2 +-
userguide/recommend/news20.html | 2 +-
userguide/recommend/news20_bbit_minhash.html | 2 +-
userguide/recommend/news20_jaccard.html | 12 +++-------
userguide/recommend/news20_knn.html | 2 +-
userguide/regression/e2006.html | 2 +-
userguide/regression/e2006_arow.html | 2 +-
userguide/regression/e2006_dataset.html | 2 +-
userguide/regression/e2006_generic.html | 2 +-
userguide/regression/e2006_xgboost.html | 2 +-
userguide/regression/general.html | 2 +-
userguide/regression/kddcup12tr2.html | 2 +-
userguide/regression/kddcup12tr2_adagrad.html | 2 +-
userguide/regression/kddcup12tr2_dataset.html | 2 +-
userguide/regression/kddcup12tr2_lr.html | 2 +-
userguide/regression/kddcup12tr2_lr_amplify.html | 2 +-
userguide/search_index.json | 2 +-
userguide/spark/binaryclass/a9a_sql.html | 2 +-
userguide/spark/binaryclass/index.html | 2 +-
userguide/spark/getting_started/installation.html | 2 +-
userguide/spark/regression/e2006_sql.html | 2 +-
userguide/supervised_learning/prediction.html | 2 +-
userguide/supervised_learning/tutorial.html | 2 +-
userguide/tips/addbias.html | 2 +-
userguide/tips/emr.html | 2 +-
userguide/tips/ensemble_learning.html | 26 +++++-----------------
userguide/tips/general_tips.html | 2 +-
userguide/tips/hadoop_tuning.html | 2 +-
userguide/tips/index.html | 2 +-
userguide/tips/mixserver.html | 2 +-
userguide/tips/rand_amplify.html | 2 +-
userguide/tips/rowid.html | 2 +-
userguide/tips/rt_prediction.html | 2 +-
userguide/troubleshooting/asterisk.html | 2 +-
userguide/troubleshooting/index.html | 2 +-
userguide/troubleshooting/mapjoin_classcastex.html | 2 +-
userguide/troubleshooting/mapjoin_task_error.html | 2 +-
userguide/troubleshooting/num_mappers.html | 2 +-
userguide/troubleshooting/oom.html | 2 +-
125 files changed, 139 insertions(+), 206 deletions(-)
diff --git a/userguide/anomaly/changefinder.html b/userguide/anomaly/changefinder.html
index c91194f..e8b2424 100644
--- a/userguide/anomaly/changefinder.html
+++ b/userguide/anomaly/changefinder.html
@@ -2617,7 +2617,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"ChangeFinder: Detecting Outlier and Change-Point Simultaneously","level":"10.3","depth":1,"next":{"title":"Latent Dirichlet Allocation","level":"11.1","depth":1,"path":"clustering/lda.md","ref":"clustering/lda.md","articles":[]},"previous":{"title":"Change-Point Detection using Singular Spectrum Transformation (SST)","level":"10.2","depth":1,"path":"anomaly/sst.md","ref":"anomaly/sst.md","articles":[]},"dir":"ltr"},"config":{"plugins" [...]
});
</script>
</div>
diff --git a/userguide/anomaly/lof.html b/userguide/anomaly/lof.html
index bc9ae02..6b99268 100644
--- a/userguide/anomaly/lof.html
+++ b/userguide/anomaly/lof.html
@@ -2595,7 +2595,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Outlier Detection using Local Outlier Factor (LOF)","level":"10.1","depth":1,"next":{"title":"Change-Point Detection using Singular Spectrum Transformation (SST)","level":"10.2","depth":1,"path":"anomaly/sst.md","ref":"anomaly/sst.md","articles":[]},"previous":{"title":"10-fold Cross Validation (Matrix Factorization)","level":"9.3.6","depth":2,"path":"recommend/movielens_cv.md","ref":"recommend/movielens_cv.md","articles":[]},"dir":"l [...]
+ gitbook.page.hasChanged({"page":{"title":"Outlier Detection using Local Outlier Factor (LOF)","level":"10.1","depth":1,"next":{"title":"Change-Point Detection using Singular Spectrum Transformation (SST)","level":"10.2","depth":1,"path":"anomaly/sst.md","ref":"anomaly/sst.md","articles":[]},"previous":{"title":"10-fold Cross Validation (Matrix Factorization)","level":"9.3.6","depth":2,"path":"recommend/movielens_cv.md","ref":"recommend/movielens_cv.md","articles":[]},"dir":"l [...]
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</script>
</div>
diff --git a/userguide/anomaly/sst.html b/userguide/anomaly/sst.html
index adf3668..2e6561e 100644
--- a/userguide/anomaly/sst.html
+++ b/userguide/anomaly/sst.html
@@ -2603,7 +2603,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Change-Point Detection using Singular Spectrum Transformation (SST)","level":"10.2","depth":1,"next":{"title":"ChangeFinder: Detecting Outlier and Change-Point Simultaneously","level":"10.3","depth":1,"path":"anomaly/changefinder.md","ref":"anomaly/changefinder.md","articles":[]},"previous":{"title":"Outlier Detection using Local Outlier Factor (LOF)","level":"10.1","depth":1,"path":"anomaly/lof.md","ref":"anomaly/lof.md","articles":[ [...]
+ gitbook.page.hasChanged({"page":{"title":"Change-Point Detection using Singular Spectrum Transformation (SST)","level":"10.2","depth":1,"next":{"title":"ChangeFinder: Detecting Outlier and Change-Point Simultaneously","level":"10.3","depth":1,"path":"anomaly/changefinder.md","ref":"anomaly/changefinder.md","articles":[]},"previous":{"title":"Outlier Detection using Local Outlier Factor (LOF)","level":"10.1","depth":1,"path":"anomaly/lof.md","ref":"anomaly/lof.md","articles":[ [...]
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</div>
diff --git a/userguide/binaryclass/a9a.html b/userguide/binaryclass/a9a.html
index bc9056c..b0947fd 100644
--- a/userguide/binaryclass/a9a.html
+++ b/userguide/binaryclass/a9a.html
@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"a9a Tutorial","level":"6.2","depth":1,"next":{"title":"Data Preparation","level":"6.2.1","depth":2,"path":"binaryclass/a9a_dataset.md","ref":"binaryclass/a9a_dataset.md","articles":[]},"previous":{"title":"Binary Classification","level":"6.1","depth":1,"path":"binaryclass/general.md","ref":"binaryclass/general.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts"," [...]
+ gitbook.page.hasChanged({"page":{"title":"a9a Tutorial","level":"6.2","depth":1,"next":{"title":"Data Preparation","level":"6.2.1","depth":2,"path":"binaryclass/a9a_dataset.md","ref":"binaryclass/a9a_dataset.md","articles":[]},"previous":{"title":"Binary Classification","level":"6.1","depth":1,"path":"binaryclass/general.md","ref":"binaryclass/general.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts"," [...]
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</div>
diff --git a/userguide/binaryclass/a9a_dataset.html b/userguide/binaryclass/a9a_dataset.html
index 6d3fee9..a1b91ff 100644
--- a/userguide/binaryclass/a9a_dataset.html
+++ b/userguide/binaryclass/a9a_dataset.html
@@ -2456,7 +2456,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.2.1","depth":2,"next":{"title":"General Binary Classifier","level":"6.2.2","depth":2,"path":"binaryclass/a9a_generic.md","ref":"binaryclass/a9a_generic.md","articles":[]},"previous":{"title":"a9a Tutorial","level":"6.2","depth":1,"path":"binaryclass/a9a.md","ref":"binaryclass/a9a.md","articles":[{"title":"Data Preparation","level":"6.2.1","depth":2,"path":"binaryclass/a9a_dataset.md","ref":"binaryclass/a9a [...]
+ gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.2.1","depth":2,"next":{"title":"General Binary Classifier","level":"6.2.2","depth":2,"path":"binaryclass/a9a_generic.md","ref":"binaryclass/a9a_generic.md","articles":[]},"previous":{"title":"a9a Tutorial","level":"6.2","depth":1,"path":"binaryclass/a9a.md","ref":"binaryclass/a9a.md","articles":[{"title":"Data Preparation","level":"6.2.1","depth":2,"path":"binaryclass/a9a_dataset.md","ref":"binaryclass/a9a [...]
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</div>
diff --git a/userguide/binaryclass/a9a_generic.html b/userguide/binaryclass/a9a_generic.html
index 1c3cdbe..7dc9d3a 100644
--- a/userguide/binaryclass/a9a_generic.html
+++ b/userguide/binaryclass/a9a_generic.html
@@ -2554,7 +2554,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"General Binary Classifier","level":"6.2.2","depth":2,"next":{"title":"Logistic Regression","level":"6.2.3","depth":2,"path":"binaryclass/a9a_lr.md","ref":"binaryclass/a9a_lr.md","articles":[]},"previous":{"title":"Data Preparation","level":"6.2.1","depth":2,"path":"binaryclass/a9a_dataset.md","ref":"binaryclass/a9a_dataset.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc" [...]
+ gitbook.page.hasChanged({"page":{"title":"General Binary Classifier","level":"6.2.2","depth":2,"next":{"title":"Logistic Regression","level":"6.2.3","depth":2,"path":"binaryclass/a9a_lr.md","ref":"binaryclass/a9a_lr.md","articles":[]},"previous":{"title":"Data Preparation","level":"6.2.1","depth":2,"path":"binaryclass/a9a_dataset.md","ref":"binaryclass/a9a_dataset.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc" [...]
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diff --git a/userguide/binaryclass/a9a_lr.html b/userguide/binaryclass/a9a_lr.html
index 889a10e..043b524 100644
--- a/userguide/binaryclass/a9a_lr.html
+++ b/userguide/binaryclass/a9a_lr.html
@@ -2499,7 +2499,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Logistic Regression","level":"6.2.3","depth":2,"next":{"title":"Mini-batch Gradient Descent","level":"6.2.4","depth":2,"path":"binaryclass/a9a_minibatch.md","ref":"binaryclass/a9a_minibatch.md","articles":[]},"previous":{"title":"General Binary Classifier","level":"6.2.2","depth":2,"path":"binaryclass/a9a_generic.md","ref":"binaryclass/a9a_generic.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","s [...]
+ gitbook.page.hasChanged({"page":{"title":"Logistic Regression","level":"6.2.3","depth":2,"next":{"title":"Mini-batch Gradient Descent","level":"6.2.4","depth":2,"path":"binaryclass/a9a_minibatch.md","ref":"binaryclass/a9a_minibatch.md","articles":[]},"previous":{"title":"General Binary Classifier","level":"6.2.2","depth":2,"path":"binaryclass/a9a_generic.md","ref":"binaryclass/a9a_generic.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","s [...]
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diff --git a/userguide/binaryclass/a9a_minibatch.html b/userguide/binaryclass/a9a_minibatch.html
index 9cc98a2..5cf79d5 100644
--- a/userguide/binaryclass/a9a_minibatch.html
+++ b/userguide/binaryclass/a9a_minibatch.html
@@ -2472,7 +2472,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Mini-batch Gradient Descent","level":"6.2.4","depth":2,"next":{"title":"News20 Tutorial","level":"6.3","depth":1,"path":"binaryclass/news20.md","ref":"binaryclass/news20.md","articles":[{"title":"Data Preparation","level":"6.3.1","depth":2,"path":"binaryclass/news20_dataset.md","ref":"binaryclass/news20_dataset.md","articles":[]},{"title":"Perceptron, Passive Aggressive","level":"6.3.2","depth":2,"path":"binaryclass/news20_pa.md","ref [...]
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diff --git a/userguide/binaryclass/criteo.html b/userguide/binaryclass/criteo.html
index 061e57a..9c8fb9b 100644
--- a/userguide/binaryclass/criteo.html
+++ b/userguide/binaryclass/criteo.html
@@ -2427,7 +2427,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Criteo Tutorial","level":"6.8","depth":1,"next":{"title":"Data Preparation","level":"6.8.1","depth":2,"path":"binaryclass/criteo_dataset.md","ref":"binaryclass/criteo_dataset.md","articles":[]},"previous":{"title":"Kaggle Titanic Tutorial","level":"6.7","depth":1,"path":"binaryclass/titanic_rf.md","ref":"binaryclass/titanic_rf.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","e [...]
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diff --git a/userguide/binaryclass/criteo_dataset.html b/userguide/binaryclass/criteo_dataset.html
index 1a74ee3..47911ba 100644
--- a/userguide/binaryclass/criteo_dataset.html
+++ b/userguide/binaryclass/criteo_dataset.html
@@ -2489,7 +2489,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.8.1","depth":2,"next":{"title":"Field-Aware Factorization Machines","level":"6.8.2","depth":2,"path":"binaryclass/criteo_ffm.md","ref":"binaryclass/criteo_ffm.md","articles":[]},"previous":{"title":"Criteo Tutorial","level":"6.8","depth":1,"path":"binaryclass/criteo.md","ref":"binaryclass/criteo.md","articles":[{"title":"Data Preparation","level":"6.8.1","depth":2,"path":"binaryclass/criteo_dataset.md","re [...]
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diff --git a/userguide/binaryclass/criteo_ffm.html b/userguide/binaryclass/criteo_ffm.html
index c4fb09a..3c4d03c 100644
--- a/userguide/binaryclass/criteo_ffm.html
+++ b/userguide/binaryclass/criteo_ffm.html
@@ -2723,7 +2723,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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diff --git a/userguide/binaryclass/general.html b/userguide/binaryclass/general.html
index 67d5fd6..b94b322 100644
--- a/userguide/binaryclass/general.html
+++ b/userguide/binaryclass/general.html
@@ -2532,7 +2532,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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diff --git a/userguide/binaryclass/kdd2010a.html b/userguide/binaryclass/kdd2010a.html
index 12f0d35..dcfbeb5 100644
--- a/userguide/binaryclass/kdd2010a.html
+++ b/userguide/binaryclass/kdd2010a.html
@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"KDD2010a Tutorial","level":"6.4","depth":1,"next":{"title":"Data Preparation","level":"6.4.1","depth":2,"path":"binaryclass/kdd2010a_dataset.md","ref":"binaryclass/kdd2010a_dataset.md","articles":[]},"previous":{"title":"XGBoost","level":"6.3.7","depth":2,"path":"binaryclass/news20b_xgboost.md","ref":"binaryclass/news20b_xgboost.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap", [...]
+ gitbook.page.hasChanged({"page":{"title":"KDD2010a Tutorial","level":"6.4","depth":1,"next":{"title":"Data Preparation","level":"6.4.1","depth":2,"path":"binaryclass/kdd2010a_dataset.md","ref":"binaryclass/kdd2010a_dataset.md","articles":[]},"previous":{"title":"XGBoost","level":"6.3.7","depth":2,"path":"binaryclass/news20b_xgboost.md","ref":"binaryclass/news20b_xgboost.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap", [...]
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diff --git a/userguide/binaryclass/kdd2010a_dataset.html b/userguide/binaryclass/kdd2010a_dataset.html
index 796962f..64cadd0 100644
--- a/userguide/binaryclass/kdd2010a_dataset.html
+++ b/userguide/binaryclass/kdd2010a_dataset.html
@@ -2379,10 +2379,7 @@
</ul>
<hr>
<h1 id="define-trainingtesting-tables">Define training/testing tables</h1>
-<pre><code class="lang-sql">add jar ./tmp/hivemall.jar;
-source ./tmp/define-all.hive;
-
-<span class="hljs-keyword">create</span> <span class="hljs-keyword">database</span> kdd2010;
+<pre><code class="lang-sql"><span class="hljs-keyword">create</span> <span class="hljs-keyword">database</span> kdd2010;
<span class="hljs-keyword">use</span> kdd2010;
<span class="hljs-keyword">create</span> <span class="hljs-keyword">external</span> <span class="hljs-keyword">table</span> kdd10a_train (
@@ -2493,7 +2490,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.4.1","depth":2,"next":{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"path":"binaryclass/kdd2010a_scw.md","ref":"binaryclass/kdd2010a_scw.md","articles":[]},"previous":{"title":"KDD2010a Tutorial","level":"6.4","depth":1,"path":"binaryclass/kdd2010a.md","ref":"binaryclass/kdd2010a.md","articles":[{"title":"Data Preparation","level":"6.4.1","depth":2,"path":"binaryclass/kdd2010a_dataset.md","ref":"b [...]
+ gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.4.1","depth":2,"next":{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"path":"binaryclass/kdd2010a_scw.md","ref":"binaryclass/kdd2010a_scw.md","articles":[]},"previous":{"title":"KDD2010a Tutorial","level":"6.4","depth":1,"path":"binaryclass/kdd2010a.md","ref":"binaryclass/kdd2010a.md","articles":[{"title":"Data Preparation","level":"6.4.1","depth":2,"path":"binaryclass/kdd2010a_dataset.md","ref":"b [...]
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diff --git a/userguide/binaryclass/kdd2010a_scw.html b/userguide/binaryclass/kdd2010a_scw.html
index 3f3339f..3875d2b 100644
--- a/userguide/binaryclass/kdd2010a_scw.html
+++ b/userguide/binaryclass/kdd2010a_scw.html
@@ -2626,7 +2626,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"next":{"title":"KDD2010b Tutorial","level":"6.5","depth":1,"path":"binaryclass/kdd2010b.md","ref":"binaryclass/kdd2010b.md","articles":[{"title":"Data Preparation","level":"6.5.1","depth":2,"path":"binaryclass/kdd2010b_dataset.md","ref":"binaryclass/kdd2010b_dataset.md","articles":[]},{"title":"AROW","level":"6.5.2","depth":2,"path":"binaryclass/kdd2010b_arow.md","ref":"binaryclass/kdd2010 [...]
+ gitbook.page.hasChanged({"page":{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"next":{"title":"KDD2010b Tutorial","level":"6.5","depth":1,"path":"binaryclass/kdd2010b.md","ref":"binaryclass/kdd2010b.md","articles":[{"title":"Data Preparation","level":"6.5.1","depth":2,"path":"binaryclass/kdd2010b_dataset.md","ref":"binaryclass/kdd2010b_dataset.md","articles":[]},{"title":"AROW","level":"6.5.2","depth":2,"path":"binaryclass/kdd2010b_arow.md","ref":"binaryclass/kdd2010 [...]
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diff --git a/userguide/binaryclass/kdd2010b.html b/userguide/binaryclass/kdd2010b.html
index b494b81..78e743f 100644
--- a/userguide/binaryclass/kdd2010b.html
+++ b/userguide/binaryclass/kdd2010b.html
@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"KDD2010b Tutorial","level":"6.5","depth":1,"next":{"title":"Data Preparation","level":"6.5.1","depth":2,"path":"binaryclass/kdd2010b_dataset.md","ref":"binaryclass/kdd2010b_dataset.md","articles":[]},"previous":{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"path":"binaryclass/kdd2010a_scw.md","ref":"binaryclass/kdd2010a_scw.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitem [...]
+ gitbook.page.hasChanged({"page":{"title":"KDD2010b Tutorial","level":"6.5","depth":1,"next":{"title":"Data Preparation","level":"6.5.1","depth":2,"path":"binaryclass/kdd2010b_dataset.md","ref":"binaryclass/kdd2010b_dataset.md","articles":[]},"previous":{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"path":"binaryclass/kdd2010a_scw.md","ref":"binaryclass/kdd2010a_scw.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitem [...]
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diff --git a/userguide/binaryclass/kdd2010b_arow.html b/userguide/binaryclass/kdd2010b_arow.html
index 7c76855..8bb78d4 100644
--- a/userguide/binaryclass/kdd2010b_arow.html
+++ b/userguide/binaryclass/kdd2010b_arow.html
@@ -2472,7 +2472,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"AROW","level":"6.5.2","depth":2,"next":{"title":"Webspam Tutorial","level":"6.6","depth":1,"path":"binaryclass/webspam.md","ref":"binaryclass/webspam.md","articles":[{"title":"Data Pareparation","level":"6.6.1","depth":2,"path":"binaryclass/webspam_dataset.md","ref":"binaryclass/webspam_dataset.md","articles":[]},{"title":"PA1, AROW, SCW","level":"6.6.2","depth":2,"path":"binaryclass/webspam_scw.md","ref":"binaryclass/webspam_scw.md", [...]
+ gitbook.page.hasChanged({"page":{"title":"AROW","level":"6.5.2","depth":2,"next":{"title":"Webspam Tutorial","level":"6.6","depth":1,"path":"binaryclass/webspam.md","ref":"binaryclass/webspam.md","articles":[{"title":"Data Pareparation","level":"6.6.1","depth":2,"path":"binaryclass/webspam_dataset.md","ref":"binaryclass/webspam_dataset.md","articles":[]},{"title":"PA1, AROW, SCW","level":"6.6.2","depth":2,"path":"binaryclass/webspam_scw.md","ref":"binaryclass/webspam_scw.md", [...]
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diff --git a/userguide/binaryclass/kdd2010b_dataset.html b/userguide/binaryclass/kdd2010b_dataset.html
index 41c6235..9931659 100644
--- a/userguide/binaryclass/kdd2010b_dataset.html
+++ b/userguide/binaryclass/kdd2010b_dataset.html
@@ -2379,10 +2379,7 @@
</ul>
<hr>
<h1 id="define-trainingtesting-tables">Define training/testing tables</h1>
-<pre><code class="lang-sql">add jar ./tmp/hivemall.jar;
-source ./tmp/define-all.hive;
-
-<span class="hljs-keyword">create</span> <span class="hljs-keyword">database</span> kdd2010;
+<pre><code class="lang-sql"><span class="hljs-keyword">create</span> <span class="hljs-keyword">database</span> kdd2010;
<span class="hljs-keyword">use</span> kdd2010;
<span class="hljs-keyword">create</span> <span class="hljs-keyword">external</span> <span class="hljs-keyword">table</span> kdd10b_train (
@@ -2480,7 +2477,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.5.1","depth":2,"next":{"title":"AROW","level":"6.5.2","depth":2,"path":"binaryclass/kdd2010b_arow.md","ref":"binaryclass/kdd2010b_arow.md","articles":[]},"previous":{"title":"KDD2010b Tutorial","level":"6.5","depth":1,"path":"binaryclass/kdd2010b.md","ref":"binaryclass/kdd2010b.md","articles":[{"title":"Data Preparation","level":"6.5.1","depth":2,"path":"binaryclass/kdd2010b_dataset.md","ref":"binaryclass/ [...]
+ gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.5.1","depth":2,"next":{"title":"AROW","level":"6.5.2","depth":2,"path":"binaryclass/kdd2010b_arow.md","ref":"binaryclass/kdd2010b_arow.md","articles":[]},"previous":{"title":"KDD2010b Tutorial","level":"6.5","depth":1,"path":"binaryclass/kdd2010b.md","ref":"binaryclass/kdd2010b.md","articles":[{"title":"Data Preparation","level":"6.5.1","depth":2,"path":"binaryclass/kdd2010b_dataset.md","ref":"binaryclass/ [...]
});
</script>
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diff --git a/userguide/binaryclass/news20.html b/userguide/binaryclass/news20.html
index f043049..c39ba8e 100644
--- a/userguide/binaryclass/news20.html
+++ b/userguide/binaryclass/news20.html
@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"News20 Tutorial","level":"6.3","depth":1,"next":{"title":"Data Preparation","level":"6.3.1","depth":2,"path":"binaryclass/news20_dataset.md","ref":"binaryclass/news20_dataset.md","articles":[]},"previous":{"title":"Mini-batch Gradient Descent","level":"6.2.4","depth":2,"path":"binaryclass/a9a_minibatch.md","ref":"binaryclass/a9a_minibatch.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter", [...]
+ gitbook.page.hasChanged({"page":{"title":"News20 Tutorial","level":"6.3","depth":1,"next":{"title":"Data Preparation","level":"6.3.1","depth":2,"path":"binaryclass/news20_dataset.md","ref":"binaryclass/news20_dataset.md","articles":[]},"previous":{"title":"Mini-batch Gradient Descent","level":"6.2.4","depth":2,"path":"binaryclass/a9a_minibatch.md","ref":"binaryclass/a9a_minibatch.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter", [...]
});
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diff --git a/userguide/binaryclass/news20_adagrad.html b/userguide/binaryclass/news20_adagrad.html
index 851aa28..e15399a 100644
--- a/userguide/binaryclass/news20_adagrad.html
+++ b/userguide/binaryclass/news20_adagrad.html
@@ -2587,7 +2587,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"AdaGradRDA, AdaGrad, AdaDelta","level":"6.3.5","depth":2,"next":{"title":"Random Forest","level":"6.3.6","depth":2,"path":"binaryclass/news20_rf.md","ref":"binaryclass/news20_rf.md","articles":[]},"previous":{"title":"General Binary Classifier","level":"6.3.4","depth":2,"path":"binaryclass/news20_generic.md","ref":"binaryclass/news20_generic.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitte [...]
+ gitbook.page.hasChanged({"page":{"title":"AdaGradRDA, AdaGrad, AdaDelta","level":"6.3.5","depth":2,"next":{"title":"Random Forest","level":"6.3.6","depth":2,"path":"binaryclass/news20_rf.md","ref":"binaryclass/news20_rf.md","articles":[]},"previous":{"title":"General Binary Classifier","level":"6.3.4","depth":2,"path":"binaryclass/news20_generic.md","ref":"binaryclass/news20_generic.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitte [...]
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diff --git a/userguide/binaryclass/news20_dataset.html b/userguide/binaryclass/news20_dataset.html
index 4112e69..21fd2a4 100644
--- a/userguide/binaryclass/news20_dataset.html
+++ b/userguide/binaryclass/news20_dataset.html
@@ -2495,7 +2495,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.3.1","depth":2,"next":{"title":"Perceptron, Passive Aggressive","level":"6.3.2","depth":2,"path":"binaryclass/news20_pa.md","ref":"binaryclass/news20_pa.md","articles":[]},"previous":{"title":"News20 Tutorial","level":"6.3","depth":1,"path":"binaryclass/news20.md","ref":"binaryclass/news20.md","articles":[{"title":"Data Preparation","level":"6.3.1","depth":2,"path":"binaryclass/news20_dataset.md","ref":"bi [...]
+ gitbook.page.hasChanged({"page":{"title":"Data Preparation","level":"6.3.1","depth":2,"next":{"title":"Perceptron, Passive Aggressive","level":"6.3.2","depth":2,"path":"binaryclass/news20_pa.md","ref":"binaryclass/news20_pa.md","articles":[]},"previous":{"title":"News20 Tutorial","level":"6.3","depth":1,"path":"binaryclass/news20.md","ref":"binaryclass/news20.md","articles":[{"title":"Data Preparation","level":"6.3.1","depth":2,"path":"binaryclass/news20_dataset.md","ref":"bi [...]
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diff --git a/userguide/binaryclass/news20_generic.html b/userguide/binaryclass/news20_generic.html
index 982ef4c..65d4e89 100644
--- a/userguide/binaryclass/news20_generic.html
+++ b/userguide/binaryclass/news20_generic.html
@@ -2487,7 +2487,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"General Binary Classifier","level":"6.3.4","depth":2,"next":{"title":"AdaGradRDA, AdaGrad, AdaDelta","level":"6.3.5","depth":2,"path":"binaryclass/news20_adagrad.md","ref":"binaryclass/news20_adagrad.md","articles":[]},"previous":{"title":"CW, AROW, SCW","level":"6.3.3","depth":2,"path":"binaryclass/news20_scw.md","ref":"binaryclass/news20_scw.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","split [...]
+ gitbook.page.hasChanged({"page":{"title":"General Binary Classifier","level":"6.3.4","depth":2,"next":{"title":"AdaGradRDA, AdaGrad, AdaDelta","level":"6.3.5","depth":2,"path":"binaryclass/news20_adagrad.md","ref":"binaryclass/news20_adagrad.md","articles":[]},"previous":{"title":"CW, AROW, SCW","level":"6.3.3","depth":2,"path":"binaryclass/news20_scw.md","ref":"binaryclass/news20_scw.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","split [...]
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diff --git a/userguide/binaryclass/news20_pa.html b/userguide/binaryclass/news20_pa.html
index c76134b..7c53b28 100644
--- a/userguide/binaryclass/news20_pa.html
+++ b/userguide/binaryclass/news20_pa.html
@@ -2607,7 +2607,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"Perceptron, Passive Aggressive","level":"6.3.2","depth":2,"next":{"title":"CW, AROW, SCW","level":"6.3.3","depth":2,"path":"binaryclass/news20_scw.md","ref":"binaryclass/news20_scw.md","articles":[]},"previous":{"title":"Data Preparation","level":"6.3.1","depth":2,"path":"binaryclass/news20_dataset.md","ref":"binaryclass/news20_dataset.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","si [...]
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diff --git a/userguide/binaryclass/news20_rf.html b/userguide/binaryclass/news20_rf.html
index 36d2bbb..8386cfa 100644
--- a/userguide/binaryclass/news20_rf.html
+++ b/userguide/binaryclass/news20_rf.html
@@ -2496,7 +2496,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"Random Forest","level":"6.3.6","depth":2,"next":{"title":"XGBoost","level":"6.3.7","depth":2,"path":"binaryclass/news20b_xgboost.md","ref":"binaryclass/news20b_xgboost.md","articles":[]},"previous":{"title":"AdaGradRDA, AdaGrad, AdaDelta","level":"6.3.5","depth":2,"path":"binaryclass/news20_adagrad.md","ref":"binaryclass/news20_adagrad.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","si [...]
+ gitbook.page.hasChanged({"page":{"title":"Random Forest","level":"6.3.6","depth":2,"next":{"title":"XGBoost","level":"6.3.7","depth":2,"path":"binaryclass/news20b_xgboost.md","ref":"binaryclass/news20b_xgboost.md","articles":[]},"previous":{"title":"AdaGradRDA, AdaGrad, AdaDelta","level":"6.3.5","depth":2,"path":"binaryclass/news20_adagrad.md","ref":"binaryclass/news20_adagrad.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","si [...]
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diff --git a/userguide/binaryclass/news20_scw.html b/userguide/binaryclass/news20_scw.html
index 24fd82e..c8bd2c7 100644
--- a/userguide/binaryclass/news20_scw.html
+++ b/userguide/binaryclass/news20_scw.html
@@ -2657,7 +2657,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"CW, AROW, SCW","level":"6.3.3","depth":2,"next":{"title":"General Binary Classifier","level":"6.3.4","depth":2,"path":"binaryclass/news20_generic.md","ref":"binaryclass/news20_generic.md","articles":[]},"previous":{"title":"Perceptron, Passive Aggressive","level":"6.3.2","depth":2,"path":"binaryclass/news20_pa.md","ref":"binaryclass/news20_pa.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitt [...]
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diff --git a/userguide/binaryclass/news20b_xgboost.html b/userguide/binaryclass/news20b_xgboost.html
index 41e4c7f..1a6cedd 100644
--- a/userguide/binaryclass/news20b_xgboost.html
+++ b/userguide/binaryclass/news20b_xgboost.html
@@ -2782,7 +2782,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
- gitbook.page.hasChanged({"page":{"title":"XGBoost","level":"6.3.7","depth":2,"next":{"title":"KDD2010a Tutorial","level":"6.4","depth":1,"path":"binaryclass/kdd2010a.md","ref":"binaryclass/kdd2010a.md","articles":[{"title":"Data Preparation","level":"6.4.1","depth":2,"path":"binaryclass/kdd2010a_dataset.md","ref":"binaryclass/kdd2010a_dataset.md","articles":[]},{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"path":"binaryclass/kdd2010a_scw.md","ref":"binaryclass/kdd20 [...]
+ gitbook.page.hasChanged({"page":{"title":"XGBoost","level":"6.3.7","depth":2,"next":{"title":"KDD2010a Tutorial","level":"6.4","depth":1,"path":"binaryclass/kdd2010a.md","ref":"binaryclass/kdd2010a.md","articles":[{"title":"Data Preparation","level":"6.4.1","depth":2,"path":"binaryclass/kdd2010a_dataset.md","ref":"binaryclass/kdd2010a_dataset.md","articles":[]},{"title":"PA, CW, AROW, SCW","level":"6.4.2","depth":2,"path":"binaryclass/kdd2010a_scw.md","ref":"binaryclass/kdd20 [...]
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diff --git a/userguide/binaryclass/titanic_rf.html b/userguide/binaryclass/titanic_rf.html
index 565b55b..df77c9c 100644
--- a/userguide/binaryclass/titanic_rf.html
+++ b/userguide/binaryclass/titanic_rf.html
@@ -2808,7 +2808,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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diff --git a/userguide/binaryclass/webspam.html b/userguide/binaryclass/webspam.html
index ece8fb7..40cc746 100644
--- a/userguide/binaryclass/webspam.html
+++ b/userguide/binaryclass/webspam.html
@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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diff --git a/userguide/binaryclass/webspam_dataset.html b/userguide/binaryclass/webspam_dataset.html
index 029b51d..8dd1b64 100644
--- a/userguide/binaryclass/webspam_dataset.html
+++ b/userguide/binaryclass/webspam_dataset.html
@@ -2383,10 +2383,6 @@ hadoop fs -put - /dataset/webspam/raw/
<pre><code class="lang-sql"><span class="hljs-keyword">create</span> <span class="hljs-keyword">database</span> webspam;
<span class="hljs-keyword">use</span> webspam;
-<span class="hljs-keyword">delete</span> jar ./tmp/hivemall.jar;
-add jar ./tmp/hivemall.jar;
-source ./tmp/define-all.hive;
-
<span class="hljs-keyword">create</span> <span class="hljs-keyword">external</span> <span class="hljs-keyword">table</span> webspam_raw (
<span class="hljs-keyword">rowid</span> <span class="hljs-built_in">int</span>,
label <span class="hljs-built_in">int</span>,
@@ -2496,7 +2492,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/binaryclass/webspam_scw.html b/userguide/binaryclass/webspam_scw.html
index 31c124f..b5a524d 100644
--- a/userguide/binaryclass/webspam_scw.html
+++ b/userguide/binaryclass/webspam_scw.html
@@ -2371,14 +2371,10 @@
specific language governing permissions and limitations
under the License.
-->
-<h1 id="preparation">Preparation</h1>
-<pre><code>use webspam;
-
-delete jar ./tmp/hivemall.jar;
-add jar ./tmp/hivemall.jar;
-source ./tmp/define-all.hive;
-</code></pre><h1 id="pa1">PA1</h1>
-<pre><code class="lang-sql"><span class="hljs-keyword">drop</span> <span class="hljs-keyword">table</span> webspam_pa1_model1;
+<h1 id="pa1">PA1</h1>
+<pre><code class="lang-sql"><span class="hljs-keyword">use</span> webspam;
+
+<span class="hljs-keyword">drop</span> <span class="hljs-keyword">table</span> webspam_pa1_model1;
<span class="hljs-keyword">create</span> <span class="hljs-keyword">table</span> webspam_pa1_model1 <span class="hljs-keyword">as</span>
<span class="hljs-keyword">select</span>
feature,
@@ -2556,7 +2552,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/clustering/lda.html b/userguide/clustering/lda.html
index 9ffa5c9..deb65e2 100644
--- a/userguide/clustering/lda.html
+++ b/userguide/clustering/lda.html
@@ -2720,7 +2720,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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index 2ca797c..ec5eb95 100644
--- a/userguide/clustering/plsa.html
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index 1d59e6e..4b8aa3c 100644
--- a/userguide/docker/getting_started.html
+++ b/userguide/docker/getting_started.html
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<script>
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diff --git a/userguide/eval/auc.html b/userguide/eval/auc.html
index bc4da07..24caab8 100644
--- a/userguide/eval/auc.html
+++ b/userguide/eval/auc.html
@@ -2526,7 +2526,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/eval/datagen.html b/userguide/eval/datagen.html
index 4facb50..0b91149 100644
--- a/userguide/eval/datagen.html
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index b33d338..0e7fb0a 100644
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diff --git a/userguide/eval/rank.html b/userguide/eval/rank.html
index c52bc60..ab58b92 100644
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index b5375da..189fea9 100644
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diff --git a/userguide/ft_engineering/binarize.html b/userguide/ft_engineering/binarize.html
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@@ -2825,7 +2825,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/ft_engineering/bm25.html b/userguide/ft_engineering/bm25.html
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diff --git a/userguide/misc/approx.html b/userguide/misc/approx.html
index e25a09c..ac37f60 100644
--- a/userguide/misc/approx.html
+++ b/userguide/misc/approx.html
@@ -2515,7 +2515,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/misc/funcs.html b/userguide/misc/funcs.html
index 8b324ac..8df38c8 100644
--- a/userguide/misc/funcs.html
+++ b/userguide/misc/funcs.html
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index 702ab60..253f035 100644
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index 05f01b8..f076362 100644
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index 56a2bd9..8c1f91a 100644
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@@ -3213,7 +3213,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/multiclass/iris.html b/userguide/multiclass/iris.html
index e087d49..6bbf011 100644
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@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/multiclass/iris_dataset.html b/userguide/multiclass/iris_dataset.html
index 042ec84..4fe580d 100644
--- a/userguide/multiclass/iris_dataset.html
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@@ -2542,7 +2542,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/multiclass/iris_randomforest.html b/userguide/multiclass/iris_randomforest.html
index 1ce3f3c..3eee80e 100644
--- a/userguide/multiclass/iris_randomforest.html
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@@ -2787,7 +2787,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/multiclass/iris_scw.html b/userguide/multiclass/iris_scw.html
index 96be8c3..77872d5 100644
--- a/userguide/multiclass/iris_scw.html
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@@ -2480,7 +2480,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/multiclass/iris_xgboost.html b/userguide/multiclass/iris_xgboost.html
index c82f34b..874d69c 100644
--- a/userguide/multiclass/iris_xgboost.html
+++ b/userguide/multiclass/iris_xgboost.html
@@ -2568,7 +2568,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/multiclass/news20.html b/userguide/multiclass/news20.html
index a814a96..51f7ca8 100644
--- a/userguide/multiclass/news20.html
+++ b/userguide/multiclass/news20.html
@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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diff --git a/userguide/multiclass/news20_dataset.html b/userguide/multiclass/news20_dataset.html
index e70835a..3d55653 100644
--- a/userguide/multiclass/news20_dataset.html
+++ b/userguide/multiclass/news20_dataset.html
@@ -2492,7 +2492,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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diff --git a/userguide/multiclass/news20_ensemble.html b/userguide/multiclass/news20_ensemble.html
index 678a797..9875b89 100644
--- a/userguide/multiclass/news20_ensemble.html
+++ b/userguide/multiclass/news20_ensemble.html
@@ -2372,13 +2372,6 @@
under the License.
-->
<p>This example explains how to run ensemble learning in Hivemall.<br>Two heads are better than one? Let's verify it by ensemble learning.</p>
-<hr>
-<h2 id="udf-preparation">UDF preparation</h2>
-<pre><code class="lang-sql"><span class="hljs-keyword">delete</span> jar /home/myui/tmp/hivemall.jar;
-add jar /home/myui/tmp/hivemall.jar;
-
-source /home/myui/tmp/define-all.hive;
-</code></pre>
<h1 id="case1-model-ensemblemixing">[Case1] Model ensemble/mixing</h1>
<h2 id="training">training</h2>
<pre><code class="lang-sql"><span class="hljs-keyword">SET</span> hive.exec.<span class="hljs-keyword">parallel</span>=<span class="hljs-literal">true</span>;
@@ -2456,12 +2449,6 @@ where actual == predicted;
</code></pre><blockquote>
<p>0.8494866015527173</p>
</blockquote>
-<h2 id="cleaning">Cleaning</h2>
-<pre><code class="lang-sql"><span class="hljs-keyword">drop</span> <span class="hljs-keyword">table</span> news20mc_ensemble_model1;
-<span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> news20mc_ensemble_predict1;
-<span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> news20mc_ensemble_submit1;
-</code></pre>
-<hr>
<p>Unfortunately, too many cooks spoil the broth in this case :-(</p>
<table>
<thead>
@@ -2489,7 +2476,6 @@ where actual == predicted;
</tr>
</tbody>
</table>
-<hr>
<h1 id="case2-prediction-ensemble">[Case2] Prediction ensemble</h1>
<h2 id="prediction">prediction</h2>
<pre><code class="lang-sql"><span class="hljs-keyword">create</span> <span class="hljs-keyword">or</span> <span class="hljs-keyword">replace</span> <span class="hljs-keyword">view</span> news20mc_pred_ensemble_predict1
@@ -2618,7 +2604,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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diff --git a/userguide/multiclass/news20_one-vs-the-rest.html b/userguide/multiclass/news20_one-vs-the-rest.html
index 4f36f34..348a4f4 100644
--- a/userguide/multiclass/news20_one-vs-the-rest.html
+++ b/userguide/multiclass/news20_one-vs-the-rest.html
@@ -2372,12 +2372,6 @@
under the License.
-->
<p>A one-vs-the-rest classifier use the binary classifier for each class.</p>
-<h2 id="udf-preparation">UDF preparation</h2>
-<pre><code class="lang-sql"><span class="hljs-keyword">delete</span> jar /home/myui/tmp/hivemall.jar;
-add jar /home/myui/tmp/hivemall.jar;
-
-source /home/myui/tmp/define-all.hive;
-</code></pre>
<h2 id="training">training</h2>
<pre><code class="lang-sql"><span class="hljs-keyword">SET</span> mapred.reduce.tasks=<span class="hljs-number">4</span>;
@@ -2677,11 +2671,6 @@ where actual == predicted;
</code></pre><blockquote>
<p>0.8567493112947658</p>
</blockquote>
-<h2 id="cleaning">Cleaning</h2>
-<pre><code class="lang-sql"><span class="hljs-keyword">drop</span> <span class="hljs-keyword">table</span> news20_onevsrest_arow_model1;
-<span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> news20_onevsrest_arow_predict1;
-<span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> news20_onevsrest_arow_submit1;
-</code></pre>
<table>
<thead>
<tr>
@@ -2759,7 +2748,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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diff --git a/userguide/multiclass/news20_one-vs-the-rest_dataset.html b/userguide/multiclass/news20_one-vs-the-rest_dataset.html
index d09120d..6c69add 100644
--- a/userguide/multiclass/news20_one-vs-the-rest_dataset.html
+++ b/userguide/multiclass/news20_one-vs-the-rest_dataset.html
@@ -2373,12 +2373,6 @@
-->
<p><em>One-vs-the-rest</em> is a multiclass classification method that uses binary classifiers independently for each class.
<a href="http://en.wikipedia.org/wiki/Multiclass_classification#one_vs_all" target="_blank">http://en.wikipedia.org/wiki/Multiclass_classification#one_vs_all</a></p>
-<h2 id="udf-preparation">UDF preparation</h2>
-<pre><code class="lang-sql"><span class="hljs-keyword">delete</span> jar /home/myui/tmp/hivemall.jar;
-add jar /home/myui/tmp/hivemall.jar;
-
-source /home/myui/tmp/define-all.hive;
-</code></pre>
<h2 id="dataset-preparation-for-one-vs-the-rest-classifiers">Dataset preparation for one-vs-the-rest classifiers</h2>
<pre><code class="lang-sql"><span class="hljs-keyword">select</span> collect_set(label) <span class="hljs-keyword">from</span> news20mc_train;
</code></pre>
@@ -2469,7 +2463,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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diff --git a/userguide/multiclass/news20_pa.html b/userguide/multiclass/news20_pa.html
index 736304f..2c1403b 100644
--- a/userguide/multiclass/news20_pa.html
+++ b/userguide/multiclass/news20_pa.html
@@ -2495,7 +2495,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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diff --git a/userguide/multiclass/news20_scw.html b/userguide/multiclass/news20_scw.html
index eb96953..8c2ec6f 100644
--- a/userguide/multiclass/news20_scw.html
+++ b/userguide/multiclass/news20_scw.html
@@ -2716,7 +2716,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
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gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"CW, AROW, SCW","level":"7.1.4","depth":2,"next":{"title":"XGBoost","level":"7.1.5","depth":2,"path":"multiclass/news20_xgboost.md","ref":"multiclass/news20_xgboost.md","articles":[]},"previous":{"title":"PA","level":"7.1.3","depth":2,"path":"multiclass/news20_pa.md","ref":"multiclass/news20_pa.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts","toggle-chapters", [...]
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diff --git a/userguide/multiclass/news20_xgboost.html b/userguide/multiclass/news20_xgboost.html
index 7e95732..6bbf8cb 100644
--- a/userguide/multiclass/news20_xgboost.html
+++ b/userguide/multiclass/news20_xgboost.html
@@ -2552,7 +2552,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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+ gitbook.page.hasChanged({"page":{"title":"XGBoost","level":"7.1.5","depth":2,"next":{"title":"Ensemble learning","level":"7.1.6","depth":2,"path":"multiclass/news20_ensemble.md","ref":"multiclass/news20_ensemble.md","articles":[]},"previous":{"title":"CW, AROW, SCW","level":"7.1.4","depth":2,"path":"multiclass/news20_scw.md","ref":"multiclass/news20_scw.md","articles":[]},"dir":"ltr"},"config":{"plugins":["theme-api","edit-link","github","splitter","sitemap","etoc","callouts" [...]
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diff --git a/userguide/recommend/cf.html b/userguide/recommend/cf.html
index 6d343cb..d734c31 100644
--- a/userguide/recommend/cf.html
+++ b/userguide/recommend/cf.html
@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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diff --git a/userguide/recommend/item_based_cf.html b/userguide/recommend/item_based_cf.html
index b01f4ba..d8fe031 100644
--- a/userguide/recommend/item_based_cf.html
+++ b/userguide/recommend/item_based_cf.html
@@ -2406,7 +2406,7 @@
</li>
<li><a href="#efficient-similarity-computation">Efficient similarity computation</a><ul>
<li><a href="#minhash-compute-pseudo-jaccard-similarity">MinHash: Compute "pseudo" Jaccard similarity</a><ul>
-<li><a href="#compute-approximated-cosine-similarity-by-using-the-minhash-based-jaccard-similarity">Compute approximated cosine similarity by using the MinHash-based Jaccard similarity</a></li>
+<li><a href="#compute-cosine-similarity-by-using-the-minhash-based-jaccard-similarity">Compute cosine similarity by using the MinHash-based Jaccard similarity</a></li>
</ul>
</li>
<li><a href="#dimsum-approximated-all-pairs-cosine-similarity-computation">DIMSUM: Approximated all-pairs "Cosine" similarity computation</a><ul>
@@ -3001,7 +3001,7 @@ top100 <span class="hljs-keyword">as</span> (
;
</code></pre>
<div class="panel panel-primary"><div class="panel-heading"><h3 class="panel-title" id="note"><i class="fa fa-edit"></i> Note</h3></div><div class="panel-body"><p>There might be no similar item for certain items.</p></div></div>
-<h3 id="compute-approximated-cosine-similarity-by-using-the-minhash-based-jaccard-similarity">Compute approximated cosine similarity by using the MinHash-based Jaccard similarity</h3>
+<h3 id="compute-cosine-similarity-by-using-the-minhash-based-jaccard-similarity">Compute cosine similarity by using the MinHash-based Jaccard similarity</h3>
<p>Once the MinHash-based approach found rough <code>top-N</code> similar items, you can efficiently find <code>top-k</code> similar items in terms of cosine similarity, where <code>k << N</code> (e.g., k=10 and N=100).</p>
<pre><code class="lang-sql">WITH similarity as (
<span class="hljs-keyword">select</span>
@@ -3187,7 +3187,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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var gitbook = gitbook || [];
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diff --git a/userguide/recommend/movielens.html b/userguide/recommend/movielens.html
index b7a4635..8e35bbc 100644
--- a/userguide/recommend/movielens.html
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@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
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diff --git a/userguide/recommend/movielens_cf.html b/userguide/recommend/movielens_cf.html
index b790bba..489eefa 100644
--- a/userguide/recommend/movielens_cf.html
+++ b/userguide/recommend/movielens_cf.html
@@ -2768,7 +2768,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
<script>
var gitbook = gitbook || [];
gitbook.push(function() {
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--- a/userguide/recommend/movielens_cv.html
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diff --git a/userguide/recommend/movielens_dataset.html b/userguide/recommend/movielens_dataset.html
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--- a/userguide/recommend/movielens_dataset.html
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@@ -2570,7 +2570,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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--- a/userguide/recommend/movielens_fm.html
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diff --git a/userguide/recommend/movielens_mf.html b/userguide/recommend/movielens_mf.html
index b5adb0b..8f259e8 100644
--- a/userguide/recommend/movielens_mf.html
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--- a/userguide/recommend/movielens_slim.html
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diff --git a/userguide/recommend/news20.html b/userguide/recommend/news20.html
index 4576624..3cf1b6e 100644
--- a/userguide/recommend/news20.html
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@@ -2426,7 +2426,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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index 0320817..332f9c5 100644
--- a/userguide/recommend/news20_bbit_minhash.html
+++ b/userguide/recommend/news20_bbit_minhash.html
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diff --git a/userguide/recommend/news20_jaccard.html b/userguide/recommend/news20_jaccard.html
index 653f2a7..5ac357e 100644
--- a/userguide/recommend/news20_jaccard.html
+++ b/userguide/recommend/news20_jaccard.html
@@ -2372,16 +2372,10 @@
under the License.
-->
<p>List related (similar) articles for each article.</p>
-<h1 id="preparation">Preparation</h1>
+<h1 id="extract-clusters">Extract clusters</h1>
<pre><code class="lang-sql"><span class="hljs-keyword">use</span> news20;
-<span class="hljs-keyword">delete</span> jar /home/myui/tmp/hivemall.jar;
-add jar /home/myui/tmp/hivemall.jar;
-
-source /home/myui/tmp/define-all.hive;
-</code></pre>
-<h1 id="extract-clusters">Extract clusters</h1>
-<pre><code class="lang-sql"><span class="hljs-keyword">set</span> hivevar:hashes=<span class="hljs-number">100</span>; <span class="hljs-comment">-- Generate N sets of minhash values for each row (DEFAULT: 5)</span>
+<span class="hljs-keyword">set</span> hivevar:hashes=<span class="hljs-number">100</span>; <span class="hljs-comment">-- Generate N sets of minhash values for each row (DEFAULT: 5)</span>
<span class="hljs-keyword">set</span> hivevar:keygroups=<span class="hljs-number">2</span>; <span class="hljs-comment">-- Use K minhash value for generating a resulting value (DEFAULT: 2)</span>
<span class="hljs-keyword">create</span> <span class="hljs-keyword">table</span> news20_clusterid_assign
@@ -2537,7 +2531,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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index d4a1b93..43597bd 100644
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index c477844..e476939 100644
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index 404eb42..66d0ff2 100644
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index 2cfbb00..060f9c3 100644
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index 7ef757b..291f63a 100644
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index cc52f2b..bb57d34 100644
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@@ -2831,7 +2831,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/tips/ensemble_learning.html b/userguide/tips/ensemble_learning.html
index 1da3e90..e4d8b85 100644
--- a/userguide/tips/ensemble_learning.html
+++ b/userguide/tips/ensemble_learning.html
@@ -2375,29 +2375,20 @@
<!-- toc --><div id="toc" class="toc">
<ul>
-<li><a href="#udf-preparation">UDF preparation</a><ul>
-<li><a href="#case1-model-ensemblemixing">[Case1] Model ensemble/mixing</a></li>
-</ul>
-</li>
+<li><a href="#case1-model-ensemblemixing">[Case1] Model ensemble/mixing</a><ul>
<li><a href="#training">training</a></li>
<li><a href="#prediction">prediction</a></li>
<li><a href="#evaluation">evaluation</a></li>
-<li><a href="#cleaning">Cleaning</a><ul>
-<li><a href="#case2-prediction-ensemble">[Case2] Prediction ensemble</a></li>
</ul>
</li>
+<li><a href="#case2-prediction-ensemble">[Case2] Prediction ensemble</a><ul>
<li><a href="#prediction-1">prediction</a></li>
<li><a href="#evaluation-1">evaluation</a></li>
</ul>
+</li>
+</ul>
</div><!-- tocstop -->
-<hr>
-<h2 id="udf-preparation">UDF preparation</h2>
-<pre><code class="lang-sql"><span class="hljs-keyword">delete</span> jar /home/myui/tmp/hivemall.jar;
-add jar /home/myui/tmp/hivemall.jar;
-
-source /home/myui/tmp/define-all.hive;
-</code></pre>
<h1 id="case1-model-ensemblemixing">[Case1] Model ensemble/mixing</h1>
<h2 id="training">training</h2>
<pre><code class="lang-sql"><span class="hljs-keyword">SET</span> hive.exec.<span class="hljs-keyword">parallel</span>=<span class="hljs-literal">true</span>;
@@ -2475,12 +2466,6 @@ where actual == predicted;
</code></pre><blockquote>
<p>0.8494866015527173</p>
</blockquote>
-<h2 id="cleaning">Cleaning</h2>
-<pre><code class="lang-sql"><span class="hljs-keyword">drop</span> <span class="hljs-keyword">table</span> news20mc_ensemble_model1;
-<span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> news20mc_ensemble_predict1;
-<span class="hljs-keyword">drop</span> <span class="hljs-keyword">view</span> news20mc_ensemble_submit1;
-</code></pre>
-<hr>
<p>Unfortunately, too many cooks spoil the broth in this case :-(</p>
<table>
<thead>
@@ -2508,7 +2493,6 @@ where actual == predicted;
</tr>
</tbody>
</table>
-<hr>
<h1 id="case2-prediction-ensemble">[Case2] Prediction ensemble</h1>
<h2 id="prediction">prediction</h2>
<pre><code class="lang-sql"><span class="hljs-keyword">create</span> <span class="hljs-keyword">or</span> <span class="hljs-keyword">replace</span> <span class="hljs-keyword">view</span> news20mc_pred_ensemble_predict1
@@ -2637,7 +2621,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/tips/rand_amplify.html b/userguide/tips/rand_amplify.html
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@@ -2528,7 +2528,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/tips/rowid.html b/userguide/tips/rowid.html
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@@ -2467,7 +2467,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/tips/rt_prediction.html b/userguide/tips/rt_prediction.html
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@@ -2615,7 +2615,7 @@ Apache Hivemall is an effort undergoing incubation at The Apache Software Founda
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diff --git a/userguide/troubleshooting/asterisk.html b/userguide/troubleshooting/asterisk.html
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diff --git a/userguide/troubleshooting/mapjoin_task_error.html b/userguide/troubleshooting/mapjoin_task_error.html
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