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 e8c8665 Added a user guide entry for bagging classifiers
e8c8665 is described below
commit e8c8665bb2ae82b5b910e45ec5833e9565bbfac7
Author: Makoto Yui <[email protected]>
AuthorDate: Fri Aug 21 15:26:16 2020 +0900
Added a user guide entry for bagging classifiers
---
.../news20_generic_bagging.html} | 706 ++++++++++++---------
userguide/index.html | 29 +-
2 files changed, 423 insertions(+), 312 deletions(-)
diff --git a/userguide/index.html
b/userguide/binaryclass/news20_generic_bagging.html
similarity index 57%
copy from userguide/index.html
copy to userguide/binaryclass/news20_generic_bagging.html
index 723cfc1..0f8cd90 100644
--- a/userguide/index.html
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@@ -4,7 +4,7 @@
<head>
<meta charset="UTF-8">
<meta content="text/html; charset=utf-8" http-equiv="Content-Type">
- <title>Introduction · Hivemall User Manual</title>
+ <title>Baggnig classiers · Hivemall User Manual</title>
<meta http-equiv="X-UA-Compatible" content="IE=edge" />
<meta name="description" content="">
<meta name="generator" content="GitBook 3.2.3">
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</li>
- <li class="chapter " data-level="6.2.2"
data-path="binaryclass/a9a_generic.html">
+ <li class="chapter " data-level="6.2.2" data-path="a9a_generic.html">
- <a href="binaryclass/a9a_generic.html">
+ <a href="a9a_generic.html">
<b>6.2.2.</b>
@@ -1023,9 +1025,9 @@
</li>
- <li class="chapter " data-level="6.2.3"
data-path="binaryclass/a9a_lr.html">
+ <li class="chapter " data-level="6.2.3" data-path="a9a_lr.html">
- <a href="binaryclass/a9a_lr.html">
+ <a href="a9a_lr.html">
<b>6.2.3.</b>
@@ -1038,9 +1040,9 @@
</li>
- <li class="chapter " data-level="6.2.4"
data-path="binaryclass/a9a_minibatch.html">
+ <li class="chapter " data-level="6.2.4" data-path="a9a_minibatch.html">
- <a href="binaryclass/a9a_minibatch.html">
+ <a href="a9a_minibatch.html">
<b>6.2.4.</b>
@@ -1058,9 +1060,9 @@
</li>
- <li class="chapter " data-level="6.3"
data-path="binaryclass/news20.html">
+ <li class="chapter " data-level="6.3" data-path="news20.html">
- <a href="binaryclass/news20.html">
+ <a href="news20.html">
<b>6.3.</b>
@@ -1074,9 +1076,9 @@
<ul class="articles">
- <li class="chapter " data-level="6.3.1"
data-path="binaryclass/news20_dataset.html">
+ <li class="chapter " data-level="6.3.1"
data-path="news20_dataset.html">
- <a href="binaryclass/news20_dataset.html">
+ <a href="news20_dataset.html">
<b>6.3.1.</b>
@@ -1089,9 +1091,9 @@
</li>
- <li class="chapter " data-level="6.3.2"
data-path="binaryclass/news20_pa.html">
+ <li class="chapter " data-level="6.3.2" data-path="news20_pa.html">
- <a href="binaryclass/news20_pa.html">
+ <a href="news20_pa.html">
<b>6.3.2.</b>
@@ -1104,9 +1106,9 @@
</li>
- <li class="chapter " data-level="6.3.3"
data-path="binaryclass/news20_scw.html">
+ <li class="chapter " data-level="6.3.3" data-path="news20_scw.html">
- <a href="binaryclass/news20_scw.html">
+ <a href="news20_scw.html">
<b>6.3.3.</b>
@@ -1119,9 +1121,9 @@
</li>
- <li class="chapter " data-level="6.3.4"
data-path="binaryclass/news20_generic.html">
+ <li class="chapter " data-level="6.3.4"
data-path="news20_generic.html">
- <a href="binaryclass/news20_generic.html">
+ <a href="news20_generic.html">
<b>6.3.4.</b>
@@ -1134,14 +1136,14 @@
</li>
- <li class="chapter " data-level="6.3.5"
data-path="binaryclass/news20_adagrad.html">
+ <li class="chapter active" data-level="6.3.5"
data-path="news20_generic_bagging.html">
- <a href="binaryclass/news20_adagrad.html">
+ <a href="news20_generic_bagging.html">
<b>6.3.5.</b>
- AdaGradRDA, AdaGrad, AdaDelta
+ Baggnig classiers
</a>
@@ -1149,14 +1151,14 @@
</li>
- <li class="chapter " data-level="6.3.6"
data-path="binaryclass/news20_rf.html">
+ <li class="chapter " data-level="6.3.6"
data-path="news20_adagrad.html">
- <a href="binaryclass/news20_rf.html">
+ <a href="news20_adagrad.html">
<b>6.3.6.</b>
- Random Forest
+ AdaGradRDA, AdaGrad, AdaDelta
</a>
@@ -1164,13 +1166,28 @@
</li>
- <li class="chapter " data-level="6.3.7"
data-path="binaryclass/news20b_xgboost.html">
+ <li class="chapter " data-level="6.3.7" data-path="news20_rf.html">
- <a href="binaryclass/news20b_xgboost.html">
+ <a href="news20_rf.html">
<b>6.3.7.</b>
+ Random Forest
+
+ </a>
+
+
+
+ </li>
+
+ <li class="chapter " data-level="6.3.8"
data-path="news20b_xgboost.html">
+
+ <a href="news20b_xgboost.html">
+
+
+ <b>6.3.8.</b>
+
XGBoost
</a>
@@ -1184,9 +1201,9 @@
</li>
- <li class="chapter " data-level="6.4"
data-path="binaryclass/kdd2010a.html">
+ <li class="chapter " data-level="6.4" data-path="kdd2010a.html">
- <a href="binaryclass/kdd2010a.html">
+ <a href="kdd2010a.html">
<b>6.4.</b>
@@ -1200,9 +1217,9 @@
<ul class="articles">
- <li class="chapter " data-level="6.4.1"
data-path="binaryclass/kdd2010a_dataset.html">
+ <li class="chapter " data-level="6.4.1"
data-path="kdd2010a_dataset.html">
- <a href="binaryclass/kdd2010a_dataset.html">
+ <a href="kdd2010a_dataset.html">
<b>6.4.1.</b>
@@ -1215,9 +1232,9 @@
</li>
- <li class="chapter " data-level="6.4.2"
data-path="binaryclass/kdd2010a_scw.html">
+ <li class="chapter " data-level="6.4.2" data-path="kdd2010a_scw.html">
- <a href="binaryclass/kdd2010a_scw.html">
+ <a href="kdd2010a_scw.html">
<b>6.4.2.</b>
@@ -1235,9 +1252,9 @@
</li>
- <li class="chapter " data-level="6.5"
data-path="binaryclass/kdd2010b.html">
+ <li class="chapter " data-level="6.5" data-path="kdd2010b.html">
- <a href="binaryclass/kdd2010b.html">
+ <a href="kdd2010b.html">
<b>6.5.</b>
@@ -1251,9 +1268,9 @@
<ul class="articles">
- <li class="chapter " data-level="6.5.1"
data-path="binaryclass/kdd2010b_dataset.html">
+ <li class="chapter " data-level="6.5.1"
data-path="kdd2010b_dataset.html">
- <a href="binaryclass/kdd2010b_dataset.html">
+ <a href="kdd2010b_dataset.html">
<b>6.5.1.</b>
@@ -1266,9 +1283,9 @@
</li>
- <li class="chapter " data-level="6.5.2"
data-path="binaryclass/kdd2010b_arow.html">
+ <li class="chapter " data-level="6.5.2" data-path="kdd2010b_arow.html">
- <a href="binaryclass/kdd2010b_arow.html">
+ <a href="kdd2010b_arow.html">
<b>6.5.2.</b>
@@ -1286,9 +1303,9 @@
</li>
- <li class="chapter " data-level="6.6"
data-path="binaryclass/webspam.html">
+ <li class="chapter " data-level="6.6" data-path="webspam.html">
- <a href="binaryclass/webspam.html">
+ <a href="webspam.html">
<b>6.6.</b>
@@ -1302,9 +1319,9 @@
<ul class="articles">
- <li class="chapter " data-level="6.6.1"
data-path="binaryclass/webspam_dataset.html">
+ <li class="chapter " data-level="6.6.1"
data-path="webspam_dataset.html">
- <a href="binaryclass/webspam_dataset.html">
+ <a href="webspam_dataset.html">
<b>6.6.1.</b>
@@ -1317,9 +1334,9 @@
</li>
- <li class="chapter " data-level="6.6.2"
data-path="binaryclass/webspam_scw.html">
+ <li class="chapter " data-level="6.6.2" data-path="webspam_scw.html">
- <a href="binaryclass/webspam_scw.html">
+ <a href="webspam_scw.html">
<b>6.6.2.</b>
@@ -1337,9 +1354,9 @@
</li>
- <li class="chapter " data-level="6.7"
data-path="binaryclass/titanic_rf.html">
+ <li class="chapter " data-level="6.7" data-path="titanic_rf.html">
- <a href="binaryclass/titanic_rf.html">
+ <a href="titanic_rf.html">
<b>6.7.</b>
@@ -1352,9 +1369,9 @@
</li>
- <li class="chapter " data-level="6.8"
data-path="binaryclass/criteo.html">
+ <li class="chapter " data-level="6.8" data-path="criteo.html">
- <a href="binaryclass/criteo.html">
+ <a href="criteo.html">
<b>6.8.</b>
@@ -1368,9 +1385,9 @@
<ul class="articles">
- <li class="chapter " data-level="6.8.1"
data-path="binaryclass/criteo_dataset.html">
+ <li class="chapter " data-level="6.8.1"
data-path="criteo_dataset.html">
- <a href="binaryclass/criteo_dataset.html">
+ <a href="criteo_dataset.html">
<b>6.8.1.</b>
@@ -1383,9 +1400,9 @@
</li>
- <li class="chapter " data-level="6.8.2"
data-path="binaryclass/criteo_ffm.html">
+ <li class="chapter " data-level="6.8.2" data-path="criteo_ffm.html">
- <a href="binaryclass/criteo_ffm.html">
+ <a href="criteo_ffm.html">
<b>6.8.2.</b>
@@ -1410,9 +1427,9 @@
- <li class="chapter " data-level="7.1"
data-path="multiclass/news20.html">
+ <li class="chapter " data-level="7.1"
data-path="../multiclass/news20.html">
- <a href="multiclass/news20.html">
+ <a href="../multiclass/news20.html">
<b>7.1.</b>
@@ -1426,9 +1443,9 @@
<ul class="articles">
- <li class="chapter " data-level="7.1.1"
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">
+ <a href="../multiclass/news20_dataset.html">
<b>7.1.1.</b>
@@ -1441,9 +1458,9 @@
</li>
- <li class="chapter " data-level="7.1.2"
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">
+ <a href="../multiclass/news20_one-vs-the-rest_dataset.html">
<b>7.1.2.</b>
@@ -1456,9 +1473,9 @@
</li>
- <li class="chapter " data-level="7.1.3"
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">
+ <a href="../multiclass/news20_pa.html">
<b>7.1.3.</b>
@@ -1471,9 +1488,9 @@
</li>
- <li class="chapter " data-level="7.1.4"
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">
+ <a href="../multiclass/news20_scw.html">
<b>7.1.4.</b>
@@ -1486,9 +1503,9 @@
</li>
- <li class="chapter " data-level="7.1.5"
data-path="multiclass/news20_xgboost.html">
+ <li class="chapter " data-level="7.1.5"
data-path="../multiclass/news20_xgboost.html">
- <a href="multiclass/news20_xgboost.html">
+ <a href="../multiclass/news20_xgboost.html">
<b>7.1.5.</b>
@@ -1501,9 +1518,9 @@
</li>
- <li class="chapter " data-level="7.1.6"
data-path="multiclass/news20_ensemble.html">
+ <li class="chapter " data-level="7.1.6"
data-path="../multiclass/news20_ensemble.html">
- <a href="multiclass/news20_ensemble.html">
+ <a href="../multiclass/news20_ensemble.html">
<b>7.1.6.</b>
@@ -1516,9 +1533,9 @@
</li>
- <li class="chapter " data-level="7.1.7"
data-path="multiclass/news20_one-vs-the-rest.html">
+ <li class="chapter " data-level="7.1.7"
data-path="../multiclass/news20_one-vs-the-rest.html">
- <a href="multiclass/news20_one-vs-the-rest.html">
+ <a href="../multiclass/news20_one-vs-the-rest.html">
<b>7.1.7.</b>
@@ -1536,9 +1553,9 @@
</li>
- <li class="chapter " data-level="7.2" data-path="multiclass/iris.html">
+ <li class="chapter " data-level="7.2"
data-path="../multiclass/iris.html">
- <a href="multiclass/iris.html">
+ <a href="../multiclass/iris.html">
<b>7.2.</b>
@@ -1552,9 +1569,9 @@
<ul class="articles">
- <li class="chapter " data-level="7.2.1"
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">
+ <a href="../multiclass/iris_dataset.html">
<b>7.2.1.</b>
@@ -1567,9 +1584,9 @@
</li>
- <li class="chapter " data-level="7.2.2"
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">
+ <a href="../multiclass/iris_scw.html">
<b>7.2.2.</b>
@@ -1582,9 +1599,9 @@
</li>
- <li class="chapter " data-level="7.2.3"
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">
+ <a href="../multiclass/iris_randomforest.html">
<b>7.2.3.</b>
@@ -1597,9 +1614,9 @@
</li>
- <li class="chapter " data-level="7.2.4"
data-path="multiclass/iris_xgboost.html">
+ <li class="chapter " data-level="7.2.4"
data-path="../multiclass/iris_xgboost.html">
- <a href="multiclass/iris_xgboost.html">
+ <a href="../multiclass/iris_xgboost.html">
<b>7.2.4.</b>
@@ -1624,9 +1641,9 @@
- <li class="chapter " data-level="8.1"
data-path="regression/general.html">
+ <li class="chapter " data-level="8.1"
data-path="../regression/general.html">
- <a href="regression/general.html">
+ <a href="../regression/general.html">
<b>8.1.</b>
@@ -1639,9 +1656,9 @@
</li>
- <li class="chapter " data-level="8.2"
data-path="regression/e2006.html">
+ <li class="chapter " data-level="8.2"
data-path="../regression/e2006.html">
- <a href="regression/e2006.html">
+ <a href="../regression/e2006.html">
<b>8.2.</b>
@@ -1655,9 +1672,9 @@
<ul class="articles">
- <li class="chapter " data-level="8.2.1"
data-path="regression/e2006_dataset.html">
+ <li class="chapter " data-level="8.2.1"
data-path="../regression/e2006_dataset.html">
- <a href="regression/e2006_dataset.html">
+ <a href="../regression/e2006_dataset.html">
<b>8.2.1.</b>
@@ -1670,9 +1687,9 @@
</li>
- <li class="chapter " data-level="8.2.2"
data-path="regression/e2006_generic.html">
+ <li class="chapter " data-level="8.2.2"
data-path="../regression/e2006_generic.html">
- <a href="regression/e2006_generic.html">
+ <a href="../regression/e2006_generic.html">
<b>8.2.2.</b>
@@ -1685,9 +1702,9 @@
</li>
- <li class="chapter " data-level="8.2.3"
data-path="regression/e2006_arow.html">
+ <li class="chapter " data-level="8.2.3"
data-path="../regression/e2006_arow.html">
- <a href="regression/e2006_arow.html">
+ <a href="../regression/e2006_arow.html">
<b>8.2.3.</b>
@@ -1700,9 +1717,9 @@
</li>
- <li class="chapter " data-level="8.2.4"
data-path="regression/e2006_xgboost.html">
+ <li class="chapter " data-level="8.2.4"
data-path="../regression/e2006_xgboost.html">
- <a href="regression/e2006_xgboost.html">
+ <a href="../regression/e2006_xgboost.html">
<b>8.2.4.</b>
@@ -1720,9 +1737,9 @@
</li>
- <li class="chapter " data-level="8.3"
data-path="regression/kddcup12tr2.html">
+ <li class="chapter " data-level="8.3"
data-path="../regression/kddcup12tr2.html">
- <a href="regression/kddcup12tr2.html">
+ <a href="../regression/kddcup12tr2.html">
<b>8.3.</b>
@@ -1736,9 +1753,9 @@
<ul class="articles">
- <li class="chapter " data-level="8.3.1"
data-path="regression/kddcup12tr2_dataset.html">
+ <li class="chapter " data-level="8.3.1"
data-path="../regression/kddcup12tr2_dataset.html">
- <a href="regression/kddcup12tr2_dataset.html">
+ <a href="../regression/kddcup12tr2_dataset.html">
<b>8.3.1.</b>
@@ -1751,9 +1768,9 @@
</li>
- <li class="chapter " data-level="8.3.2"
data-path="regression/kddcup12tr2_lr.html">
+ <li class="chapter " data-level="8.3.2"
data-path="../regression/kddcup12tr2_lr.html">
- <a href="regression/kddcup12tr2_lr.html">
+ <a href="../regression/kddcup12tr2_lr.html">
<b>8.3.2.</b>
@@ -1766,9 +1783,9 @@
</li>
- <li class="chapter " data-level="8.3.3"
data-path="regression/kddcup12tr2_lr_amplify.html">
+ <li class="chapter " data-level="8.3.3"
data-path="../regression/kddcup12tr2_lr_amplify.html">
- <a href="regression/kddcup12tr2_lr_amplify.html">
+ <a href="../regression/kddcup12tr2_lr_amplify.html">
<b>8.3.3.</b>
@@ -1781,9 +1798,9 @@
</li>
- <li class="chapter " data-level="8.3.4"
data-path="regression/kddcup12tr2_adagrad.html">
+ <li class="chapter " data-level="8.3.4"
data-path="../regression/kddcup12tr2_adagrad.html">
- <a href="regression/kddcup12tr2_adagrad.html">
+ <a href="../regression/kddcup12tr2_adagrad.html">
<b>8.3.4.</b>
@@ -1808,9 +1825,9 @@
- <li class="chapter " data-level="9.1" data-path="recommend/cf.html">
+ <li class="chapter " data-level="9.1" data-path="../recommend/cf.html">
- <a href="recommend/cf.html">
+ <a href="../recommend/cf.html">
<b>9.1.</b>
@@ -1824,9 +1841,9 @@
<ul class="articles">
- <li class="chapter " data-level="9.1.1"
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">
+ <a href="../recommend/item_based_cf.html">
<b>9.1.1.</b>
@@ -1844,9 +1861,9 @@
</li>
- <li class="chapter " data-level="9.2"
data-path="recommend/news20.html">
+ <li class="chapter " data-level="9.2"
data-path="../recommend/news20.html">
- <a href="recommend/news20.html">
+ <a href="../recommend/news20.html">
<b>9.2.</b>
@@ -1860,9 +1877,9 @@
<ul class="articles">
- <li class="chapter " data-level="9.2.1"
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">
+ <a href="../multiclass/news20_dataset.html">
<b>9.2.1.</b>
@@ -1875,9 +1892,9 @@
</li>
- <li class="chapter " data-level="9.2.2"
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">
+ <a href="../recommend/news20_jaccard.html">
<b>9.2.2.</b>
@@ -1890,9 +1907,9 @@
</li>
- <li class="chapter " data-level="9.2.3"
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">
+ <a href="../recommend/news20_knn.html">
<b>9.2.3.</b>
@@ -1905,9 +1922,9 @@
</li>
- <li class="chapter " data-level="9.2.4"
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">
+ <a href="../recommend/news20_bbit_minhash.html">
<b>9.2.4.</b>
@@ -1925,9 +1942,9 @@
</li>
- <li class="chapter " data-level="9.3"
data-path="recommend/movielens.html">
+ <li class="chapter " data-level="9.3"
data-path="../recommend/movielens.html">
- <a href="recommend/movielens.html">
+ <a href="../recommend/movielens.html">
<b>9.3.</b>
@@ -1941,9 +1958,9 @@
<ul class="articles">
- <li class="chapter " data-level="9.3.1"
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">
+ <a href="../recommend/movielens_dataset.html">
<b>9.3.1.</b>
@@ -1956,9 +1973,9 @@
</li>
- <li class="chapter " data-level="9.3.2"
data-path="recommend/movielens_cf.html">
+ <li class="chapter " data-level="9.3.2"
data-path="../recommend/movielens_cf.html">
- <a href="recommend/movielens_cf.html">
+ <a href="../recommend/movielens_cf.html">
<b>9.3.2.</b>
@@ -1971,9 +1988,9 @@
</li>
- <li class="chapter " data-level="9.3.3"
data-path="recommend/movielens_mf.html">
+ <li class="chapter " data-level="9.3.3"
data-path="../recommend/movielens_mf.html">
- <a href="recommend/movielens_mf.html">
+ <a href="../recommend/movielens_mf.html">
<b>9.3.3.</b>
@@ -1986,9 +2003,9 @@
</li>
- <li class="chapter " data-level="9.3.4"
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">
+ <a href="../recommend/movielens_fm.html">
<b>9.3.4.</b>
@@ -2001,9 +2018,9 @@
</li>
- <li class="chapter " data-level="9.3.5"
data-path="recommend/movielens_slim.html">
+ <li class="chapter " data-level="9.3.5"
data-path="../recommend/movielens_slim.html">
- <a href="recommend/movielens_slim.html">
+ <a href="../recommend/movielens_slim.html">
<b>9.3.5.</b>
@@ -2016,9 +2033,9 @@
</li>
- <li class="chapter " data-level="9.3.6"
data-path="recommend/movielens_cv.html">
+ <li class="chapter " data-level="9.3.6"
data-path="../recommend/movielens_cv.html">
- <a href="recommend/movielens_cv.html">
+ <a href="../recommend/movielens_cv.html">
<b>9.3.6.</b>
@@ -2043,9 +2060,9 @@
- <li class="chapter " data-level="10.1" data-path="anomaly/lof.html">
+ <li class="chapter " data-level="10.1" data-path="../anomaly/lof.html">
- <a href="anomaly/lof.html">
+ <a href="../anomaly/lof.html">
<b>10.1.</b>
@@ -2058,9 +2075,9 @@
</li>
- <li class="chapter " data-level="10.2" data-path="anomaly/sst.html">
+ <li class="chapter " data-level="10.2" data-path="../anomaly/sst.html">
- <a href="anomaly/sst.html">
+ <a href="../anomaly/sst.html">
<b>10.2.</b>
@@ -2073,9 +2090,9 @@
</li>
- <li class="chapter " data-level="10.3"
data-path="anomaly/changefinder.html">
+ <li class="chapter " data-level="10.3"
data-path="../anomaly/changefinder.html">
- <a href="anomaly/changefinder.html">
+ <a href="../anomaly/changefinder.html">
<b>10.3.</b>
@@ -2095,9 +2112,9 @@
- <li class="chapter " data-level="11.1" data-path="clustering/lda.html">
+ <li class="chapter " data-level="11.1"
data-path="../clustering/lda.html">
- <a href="clustering/lda.html">
+ <a href="../clustering/lda.html">
<b>11.1.</b>
@@ -2110,9 +2127,9 @@
</li>
- <li class="chapter " data-level="11.2"
data-path="clustering/plsa.html">
+ <li class="chapter " data-level="11.2"
data-path="../clustering/plsa.html">
- <a href="clustering/plsa.html">
+ <a href="../clustering/plsa.html">
<b>11.2.</b>
@@ -2132,9 +2149,9 @@
- <li class="chapter " data-level="12.1"
data-path="geospatial/latlon.html">
+ <li class="chapter " data-level="12.1"
data-path="../geospatial/latlon.html">
- <a href="geospatial/latlon.html">
+ <a href="../geospatial/latlon.html">
<b>12.1.</b>
@@ -2154,7 +2171,7 @@
- <li class="chapter " data-level="13.1"
data-path="spark/getting_started/README.md">
+ <li class="chapter " data-level="13.1"
data-path="../spark/getting_started/README.md">
<span>
@@ -2170,9 +2187,9 @@
<ul class="articles">
- <li class="chapter " data-level="13.1.1"
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">
+ <a href="../spark/getting_started/installation.html">
<b>13.1.1.</b>
@@ -2190,9 +2207,9 @@
</li>
- <li class="chapter " data-level="13.2" data-path="spark/binaryclass/">
+ <li class="chapter " data-level="13.2"
data-path="../spark/binaryclass/">
- <a href="spark/binaryclass/">
+ <a href="../spark/binaryclass/">
<b>13.2.</b>
@@ -2206,9 +2223,9 @@
<ul class="articles">
- <li class="chapter " data-level="13.2.1"
data-path="spark/binaryclass/a9a_sql.html">
+ <li class="chapter " data-level="13.2.1"
data-path="../spark/binaryclass/a9a_sql.html">
- <a href="spark/binaryclass/a9a_sql.html">
+ <a href="../spark/binaryclass/a9a_sql.html">
<b>13.2.1.</b>
@@ -2226,9 +2243,9 @@
</li>
- <li class="chapter " data-level="13.3" data-path="spark/binaryclass/">
+ <li class="chapter " data-level="13.3"
data-path="../spark/binaryclass/">
- <a href="spark/binaryclass/">
+ <a href="../spark/binaryclass/">
<b>13.3.</b>
@@ -2242,9 +2259,9 @@
<ul class="articles">
- <li class="chapter " data-level="13.3.1"
data-path="spark/regression/e2006_sql.html">
+ <li class="chapter " data-level="13.3.1"
data-path="../spark/regression/e2006_sql.html">
- <a href="spark/regression/e2006_sql.html">
+ <a href="../spark/regression/e2006_sql.html">
<b>13.3.1.</b>
@@ -2269,9 +2286,9 @@
- <li class="chapter " data-level="14.1"
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">
+ <a href="../docker/getting_started.html">
<b>14.1.</b>
@@ -2336,7 +2353,7 @@
<!-- Title -->
<h1>
<i class="fa fa-circle-o-notch fa-spin"></i>
- <a href="." >Introduction</a>
+ <a href=".." >Baggnig classiers</a>
</h1>
</div>
@@ -2369,20 +2386,98 @@
specific language governing permissions and limitations
under the License.
-->
-<h1 id="introduction">Introduction</h1>
-<div class="alert alert-info">
-Apache Hivemall is a collection of machine learning algorithms and versatile
data analytics functions. It provides a number of ease of use machine learning
functionalities through the <a
href="https://cwiki.apache.org/confluence/display/Hive/LanguageManual+UDF";
target="_blank">Apache Hive UDF/UDAF/UDTF interface</a>.
-</div>
-
-<div style="text-align:center"><img
src="resources/images/hivemall-logo-color-small.png"></div>
-
-<p>Apache Hivemall offers a variety of functionalities: <strong>regression,
classification, recommendation, anomaly detection, k-nearest neighbor, and
feature engineering</strong>. It also supports state-of-the-art machine
learning algorithms such as Soft Confidence Weighted, Adaptive Regularization
of Weight Vectors, Factorization Machines, and AdaDelta. </p>
-<h2 id="architecture">Architecture</h2>
-<p>Apache Hivemall is mainly designed to run on <a
href="https://hive.apache.org/"; target="_blank">Apache Hive</a> but it also
supports <a href="https://pig.apache.org/"; target="_blank">Apache Pig</a> and
<a href="https://spark.apache.org/"; target="_blank">Apache Spark</a> for the
runtime.
-Thus, it can be considered as a cross platform library for machine learning;
prediction models built by a batch query of Apache Hive can be used on Apache
Spark/Pig, and conversely, prediction models build by Apache Spark can be used
from Apache Hive/Pig.</p>
-<div style="text-align:center"><img src="resources/images/techstack.png"
width="80%" height="80%"></div>
+<p>Hivemall generally uses model averaging (i.e., model ensemble) for creating
a unified prediction model.
+In this tutorial, we show how to apply bagging (i.e., prediction ensemble) for
making a prediction.</p>
+<!-- toc --><div id="toc" class="toc">
+
+<ul>
+<li><a href="#training">Training</a></li>
+<li><a href="#prediction">prediction</a></li>
+<li><a href="#evaluation">evaluation</a></li>
+</ul>
-<p><div id="page-footer" class="localized-footer"><hr><!--
+</div><!-- tocstop -->
+<h2 id="training">Training</h2>
+<pre><code class="lang-sql"><span class="hljs-comment">-- set
mapred.reduce.tasks=3; -- explicitly use 3 reducers</span>
+
+<span class="hljs-keyword">CREATE</span> <span
class="hljs-keyword">TABLE</span> bagging_models
+<span class="hljs-keyword">as</span>
+<span class="hljs-keyword">WITH</span> train <span
class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ train_classifier(
+ add_bias(features), label,
+ <span class="hljs-string">'-loss logistic -opt AdamHD -reg l1
-iters 20'</span>
+ ) <span class="hljs-keyword">as</span> (feature,weight)
+ <span class="hljs-keyword">from</span>
+ news20b_train_x3
+),
+models <span class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ taskid() <span class="hljs-keyword">as</span> modelid,
+ feature,
+ weight
+ <span class="hljs-keyword">from</span>
+ train
+)
+<span class="hljs-keyword">select</span>
+ modelid,
+ feature,
+ voted_avg(weight) <span class="hljs-keyword">as</span> weight <span
class="hljs-comment">-- or simply avg(weight)</span>
+<span class="hljs-keyword">from</span>
+ models
+<span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ modelid, feature;
+</code></pre>
+<h2 id="prediction">prediction</h2>
+<pre><code class="lang-sql"><span class="hljs-keyword">create</span> <span
class="hljs-keyword">table</span> bagging_predict
+<span class="hljs-keyword">as</span>
+<span class="hljs-keyword">WITH</span> weights <span
class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ t.<span class="hljs-keyword">rowid</span>,
+ m.modelid,
+ <span class="hljs-keyword">sum</span>(m.weight * t.<span
class="hljs-keyword">value</span>) <span class="hljs-keyword">as</span>
total_weight
+ <span class="hljs-keyword">from</span>
+ news20b_test_exploded t
+ <span class="hljs-keyword">LEFT</span> <span
class="hljs-keyword">OUTER</span> <span class="hljs-keyword">JOIN</span>
+ bagging_models m <span class="hljs-keyword">ON</span> (t.feature =
m.feature)
+ <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ <span class="hljs-keyword">rowid</span>, modelid
+),
+voted <span class="hljs-keyword">as</span> (
+ <span class="hljs-keyword">select</span>
+ <span class="hljs-keyword">rowid</span>,
+ voted_avg(total_weight) <span class="hljs-keyword">as</span> total_weight
+ <span class="hljs-keyword">from</span>
+ weights
+ <span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ <span class="hljs-keyword">rowid</span>
+)
+<span class="hljs-keyword">select</span>
+ <span class="hljs-keyword">rowid</span>,
+ <span class="hljs-keyword">max</span>(total_weight) <span
class="hljs-keyword">as</span> total_weight, <span class="hljs-comment">-- max
is dummy </span>
+ <span class="hljs-keyword">case</span> <span
class="hljs-keyword">when</span> <span
class="hljs-keyword">sum</span>(total_weight) > <span
class="hljs-number">0.0</span> <span class="hljs-keyword">then</span> <span
class="hljs-number">1</span> <span class="hljs-keyword">else</span> <span
class="hljs-number">-1</span> <span class="hljs-keyword">end</span> <span
class="hljs-keyword">as</span> label
+<span class="hljs-keyword">from</span>
+ voted
+<span class="hljs-keyword">group</span> <span class="hljs-keyword">by</span>
+ <span class="hljs-keyword">rowid</span>;
+</code></pre>
+<h2 id="evaluation">evaluation</h2>
+<pre><code class="lang-sql">WITH submit as (
+ <span class="hljs-keyword">select</span>
+ t.label <span class="hljs-keyword">as</span> actual,
+ p.label <span class="hljs-keyword">as</span> predicted
+ <span class="hljs-keyword">from</span>
+ news20b_test t
+ <span class="hljs-keyword">JOIN</span> bagging_predict p <span
class="hljs-keyword">on</span> (t.<span class="hljs-keyword">rowid</span> =
p.<span class="hljs-keyword">rowid</span>)
+)
+<span class="hljs-keyword">select</span>
+ <span class="hljs-keyword">sum</span>(<span
class="hljs-keyword">if</span>(actual = predicted, <span
class="hljs-number">1</span>, <span class="hljs-number">0</span>)) / <span
class="hljs-keyword">count</span>(<span class="hljs-number">1</span>) <span
class="hljs-keyword">as</span> accuracy
+<span class="hljs-keyword">from</span>
+ submit;
+</code></pre>
+<blockquote>
+<p>0.9641713370696557
+<div id="page-footer" class="localized-footer"><hr><!--
Licensed to the Apache Software Foundation (ASF) under one
or more contributor license agreements. See the NOTICE file
distributed with this work for additional information
@@ -2404,6 +2499,7 @@ Thus, it can be considered as a cross platform library
for machine learning; pre
Apache Hivemall is an effort undergoing incubation at The Apache Software
Foundation (ASF), sponsored by the Apache Incubator.
</font></sub></p>
</div></p>
+</blockquote>
</section>
@@ -2437,73 +2533,73 @@ Apache Hivemall is an effort undergoing incubation at
The Apache Software Founda
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as permanent
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</div>
- <script src="gitbook/gitbook.js"></script>
- <script src="gitbook/theme.js"></script>
+ <script src="../gitbook/gitbook.js"></script>
+ <script src="../gitbook/theme.js"></script>
- <script src="gitbook/gitbook-plugin-edit-link/plugin.js"></script>
+ <script src="../gitbook/gitbook-plugin-edit-link/plugin.js"></script>
- <script src="gitbook/gitbook-plugin-github/plugin.js"></script>
+ <script src="../gitbook/gitbook-plugin-github/plugin.js"></script>
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+ <script src="../gitbook/gitbook-plugin-etoc/plugin.js"></script>
- <script
src="gitbook/gitbook-plugin-toggle-chapters/toggle.js"></script>
+ <script
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- <script src="gitbook/gitbook-plugin-anchorjs/anchor.min.js"></script>
+ <script
src="../gitbook/gitbook-plugin-anchorjs/anchor.min.js"></script>
- <script src="gitbook/gitbook-plugin-anchorjs/anchor-style.js"></script>
+ <script
src="../gitbook/gitbook-plugin-anchorjs/anchor-style.js"></script>
- <script
src="gitbook/gitbook-plugin-expandable-chapters/expandable-chapters.js"></script>
+ <script
src="../gitbook/gitbook-plugin-expandable-chapters/expandable-chapters.js"></script>
- <script src="gitbook/gitbook-plugin-search/search-engine.js"></script>
+ <script
src="../gitbook/gitbook-plugin-search/search-engine.js"></script>
- <script src="gitbook/gitbook-plugin-search/search.js"></script>
+ <script src="../gitbook/gitbook-plugin-search/search.js"></script>
- <script src="gitbook/gitbook-plugin-lunr/lunr.min.js"></script>
+ <script src="../gitbook/gitbook-plugin-lunr/lunr.min.js"></script>
- <script src="gitbook/gitbook-plugin-lunr/search-lunr.js"></script>
+ <script src="../gitbook/gitbook-plugin-lunr/search-lunr.js"></script>
- <script src="gitbook/gitbook-plugin-sharing/buttons.js"></script>
+ <script src="../gitbook/gitbook-plugin-sharing/buttons.js"></script>
- <script
src="gitbook/gitbook-plugin-fontsettings/fontsettings.js"></script>
+ <script
src="../gitbook/gitbook-plugin-fontsettings/fontsettings.js"></script>
- <script src="gitbook/gitbook-plugin-theme-api/theme-api.js"></script>
+ <script
src="../gitbook/gitbook-plugin-theme-api/theme-api.js"></script>
diff --git a/userguide/index.html b/userguide/index.html
index 723cfc1..dfd2ebf 100644
--- a/userguide/index.html
+++ b/userguide/index.html
@@ -1134,13 +1134,28 @@
</li>
- <li class="chapter " data-level="6.3.5"
data-path="binaryclass/news20_adagrad.html">
+ <li class="chapter " data-level="6.3.5"
data-path="binaryclass/news20_generic_bagging.html">
- <a href="binaryclass/news20_adagrad.html">
+ <a href="binaryclass/news20_generic_bagging.html">
<b>6.3.5.</b>
+ Baggnig classiers
+
+ </a>
+
+
+
+ </li>
+
+ <li class="chapter " data-level="6.3.6"
data-path="binaryclass/news20_adagrad.html">
+
+ <a href="binaryclass/news20_adagrad.html">
+
+
+ <b>6.3.6.</b>
+
AdaGradRDA, AdaGrad, AdaDelta
</a>
@@ -1149,12 +1164,12 @@
</li>
- <li class="chapter " data-level="6.3.6"
data-path="binaryclass/news20_rf.html">
+ <li class="chapter " data-level="6.3.7"
data-path="binaryclass/news20_rf.html">
<a href="binaryclass/news20_rf.html">
- <b>6.3.6.</b>
+ <b>6.3.7.</b>
Random Forest
@@ -1164,12 +1179,12 @@
</li>
- <li class="chapter " data-level="6.3.7"
data-path="binaryclass/news20b_xgboost.html">
+ <li class="chapter " data-level="6.3.8"
data-path="binaryclass/news20b_xgboost.html">
<a href="binaryclass/news20b_xgboost.html">
- <b>6.3.7.</b>
+ <b>6.3.8.</b>
XGBoost
@@ -2437,7 +2452,7 @@ Apache Hivemall is an effort undergoing incubation at The
Apache Software Founda
<script>
var gitbook = gitbook || [];
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as permanent
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</div>
