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For each list, there is a subscribe, unsubscribe, and an archive link.</p> +<table border="0" class="table table-striped"> +<tr class="a"> +<th>Name</th> +<th>Subscribe</th> +<th>Unsubscribe</th> +<th>Post</th> +<th>Archive</th> +<th>Other Archives</th></tr> +<tr class="b"> +<td>user</td> +<td><a class="externalLink" href="mailto:[email protected]";>Subscribe</a></td> +<td><a class="externalLink" href="mailto:[email protected]";>Unsubscribe</a></td> +<td><a class="externalLink" href="mailto:[email protected]";>Post</a></td> +<td><a class="externalLink" href="https://lists.apache.org/[email protected]";>lists.apache.org</a></td> +<td><a class="externalLink" href="http://markmail.org/search/?q=list%3Aorg.apache.hivemall.user";>markmail.org</a></td></tr> +<tr class="a"> +<td>dev</td> +<td><a class="externalLink" href="mailto:[email protected]";>Subscribe</a></td> +<td><a class="externalLink" href="mailto:[email protected]";>Unsubscribe</a></td> +<td><a class="externalLink" href="mailto:[email protected]";>Post</a></td> +<td><a class="externalLink" href="https://lists.apache.org/[email protected]";>lists.apache.org</a></td> +<td><a class="externalLink" href="http://markmail.org/search/?q=list%3Aorg.apache.hivemall.dev";>markmail.org</a></td></tr> +<tr class="b"> +<td>commits</td> +<td><a class="externalLink" href="mailto:[email protected]";>Subscribe</a></td> +<td><a class="externalLink" href="mailto:[email protected]";>Unsubscribe</a></td> +<td><a class="externalLink" href="mailto:[email protected]";>Post</a></td> +<td><a class="externalLink" href="https://lists.apache.org/[email protected]";>lists.apache.org</a></td> +<td><a class="externalLink" href="http://markmail.org/search/?q=list%3Aorg.apache.hivemall.commits";>markmail.org</a></td></tr></table></div> + </div> + </div> + + <hr/> + + <footer> + <div class="container"> + <div class="row"> + <p> + <small> + Apache Hivemall is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by <a href="http://incubator.apache.org/";>the Apache Incubator</a>. + Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, + and decision making process have stabilized in a manner consistent with other successful ASF projects. + While incubation status is not necessarily a reflection of the completeness or stability of the code, + it does indicate that the project has yet to be fully endorsed by the ASF. + </small> + </p> + </div> + + <p id="poweredBy" class="pull-right"> + <a href="http://incubator.apache.org/projects/hivemall.html"; 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See the NOTICE file + distributed with this work for additional information + regarding copyright ownership. The ASF licenses this file + to you under the Apache License, Version 2.0 (the + "License"); you may not use this file except in compliance + with the License. You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + +--><h1>Apache Hivemall Overview</h1> +<p>Apache Hivemall is a scalable machine learning library that runs on Apache Hive/Pig/Spark. Apache Hivemall is designed to be scalable to the number of training instances as well as the number of training features.</p> +<div class="section"> +<h2><a name="Supported_Algorithms"></a>Supported Algorithms</h2> +<p>Apache Hivemall provides machine learning functionality as well as feature engineering functions through UDFs/UDAFs/UDTFs of Hive. </p></div> +<div class="section"> +<h2><a name="Binary_Classification"></a>Binary Classification</h2> + +<ul> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Perceptron";>Perceptron</a></p></li> + +<li> +<p>Passive Aggressive (PA, PA1, PA2)</p></li> + +<li> +<p>Confidence Weighted (CW)</p></li> + +<li> +<p>Adaptive Regularization of Weight Vectors (AROW)</p></li> + +<li> +<p>Soft Confidence Weighted (SCW1, SCW2)</p></li> + +<li> +<p>AdaGradRDA (w/ hinge loss)</p></li> + +<li> +<p>Factorization Machine (w/ logistic loss)</p></li> +</ul> +<p><i>My recommendation is AROW, SCW1, AdaGradRDA, and Factorization Machine while it depends.</i></p></div> +<div class="section"> +<h2><a name="Multi-class_Classification"></a>Multi-class Classification</h2> + +<ul> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Perceptron";>Perceptron</a></p></li> + +<li> +<p>Passive Aggressive (PA, PA1, PA2)</p></li> + +<li> +<p>Confidence Weighted (CW)</p></li> + +<li> +<p>Adaptive Regularization of Weight Vectors (AROW)</p></li> + +<li> +<p>Soft Confidence Weighted (SCW1, SCW2)</p></li> + +<li> +<p>Random Forest Classifier</p></li> + +<li> +<p>Gradient Tree Boosting (<i>Experimental</i>)</p></li> +</ul> +<p><i>My recommendation is AROW and SCW while it depends.</i></p></div> +<div class="section"> +<h2><a name="Regression"></a>Regression</h2> + +<ul> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Logistic_regression";>Logistic Regression</a> using <a class="externalLink" href="http://en.wikipedia.org/wiki/Stochastic_gradient_descent";>Stochastic Gradient Descent</a></p></li> + +<li> +<p>AdaGrad, AdaDelta (w/ logistic Loss)</p></li> + +<li> +<p>Passive Aggressive Regression (PA1, PA2)</p></li> + +<li> +<p>AROW regression</p></li> + +<li> +<p>Random Forest Regressor</p></li> + +<li> +<p>Factorization Machine (w/ squared loss)</p></li> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Polynomial_regression";>Polynomial Regression</a></p></li> +</ul> +<p><i>My recommendation for is AROW regression, AdaDelta, and Factorization Machine while it depends.</i></p></div> +<div class="section"> +<h2><a name="Recommendation"></a>Recommendation</h2> + +<ul> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/MinHash";>Minhash</a> (<a class="externalLink" href="http://en.wikipedia.org/wiki/Locality-sensitive_hashing";>LSH</a> with jaccard index)</p></li> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Matrix_decomposition";>Matrix Factorization</a> (sgd, adagrad)</p></li> + +<li> +<p>Factorization Machine (squared loss for rating prediction)</p></li> +</ul></div> +<div class="section"> +<h2><a name="k-Nearest_Neighbor"></a>k-Nearest Neighbor</h2> + +<ul> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/MinHash";>Minhash</a> (<a class="externalLink" href="http://en.wikipedia.org/wiki/Locality-sensitive_hashing";>LSH</a> with jaccard index)</p></li> + +<li> +<p>b-Bit minhash</p></li> + +<li> +<p>Brute-force search using Cosine similarity</p></li> +</ul></div> +<div class="section"> +<h2><a name="Anomaly_Detection"></a>Anomaly Detection</h2> + +<ul> + +<li><a class="externalLink" href="http://en.wikipedia.org/wiki/Local_outlier_factor";>Local Outlier Factor (LOF)</a></li> +</ul></div> +<div class="section"> +<h2><a name="Natural_Language_Processing"></a>Natural Language Processing</h2> + +<ul> + +<li>English/Japanese Text Tokenizer</li> +</ul></div> +<div class="section"> +<h2><a name="Feature_engineering"></a>Feature engineering</h2> + +<ul> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Feature_hashing";>Feature Hashing</a> (MurmurHash, SHA1)</p></li> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Feature_scaling";>Feature scaling</a> (Min-Max Normalization, Z-Score)</p></li> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Polynomial_kernel";>Polynomial Features</a></p></li> + +<li> +<p>Feature instances amplifier that reduces iterations on training</p></li> + +<li> +<p><a class="externalLink" href="http://en.wikipedia.org/wiki/Tf%E2%80%93idf";>TF-IDF</a> vectorizer</p></li> + +<li> +<p>Bias clause</p></li> + +<li> +<p>Data generator for one-vs-the-rest classifiers</p></li> +</ul></div> +<div class="section"> +<h2><a name="System_requirements"></a>System requirements</h2> + +<ul> + +<li> +<p>Hive 0.13 or later</p></li> + +<li> +<p>Java 7 or later</p></li> + +<li> +<p>Spark 1.6 or 2.0 for Apache Hivemall on Spark</p></li> + +<li> +<p>Pig 0.15 or later for Apache Hivemall on Pig</p></li> +</ul> +<p>More detail in <a class="externalLink" href="http://hivemall-docs.readthedocs.io/en/latest/";>documentation</a>.</p></div> + </div> + </div> + + <hr/> + + <footer> + <div class="container"> + <div class="row"> + <p> + <small> + Apache Hivemall is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by <a href="http://incubator.apache.org/";>the Apache Incubator</a>. + Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, + and decision making process have stabilized in a manner consistent with other successful ASF projects. + While incubation status is not necessarily a reflection of the completeness or stability of the code, + it does indicate that the project has yet to be fully endorsed by the ASF. + </small> + </p> + </div> + + <p id="poweredBy" class="pull-right"> + <a href="http://incubator.apache.org/projects/hivemall.html"; title="Apache 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+<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-antrun-plugin/";>maven-antrun-plugin</a></td> +<td>1.3</td></tr> +<tr class="b"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-assembly-plugin/";>maven-assembly-plugin</a></td> +<td>2.2-beta-5</td></tr> +<tr class="a"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-dependency-plugin/";>maven-dependency-plugin</a></td> +<td>2.8</td></tr> +<tr class="b"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-release-plugin/";>maven-release-plugin</a></td> +<td>2.3.2</td></tr></table></div> + </div> + </div> + + <hr/> + + <footer> + <div class="container"> + <div class="row"> + <p> + <small> + Apache Hivemall is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by <a href="http://incubator.apache.org/";>the Apache Incubator</a>. + Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, + and decision making process have stabilized in a manner consistent with other successful ASF projects. + While incubation status is not necessarily a reflection of the completeness or stability of the code, + it does indicate that the project has yet to be fully endorsed by the ASF. + </small> + </p> + </div> + + <p id="poweredBy" class="pull-right"> + <a href="http://incubator.apache.org/projects/hivemall.html"; title="Apache Incubator" class="builtBy"> + <img class="builtBy" alt="Apache Incubator" src="http://incubator.apache.org/images/egg-logo.png"; /> + </a> + </p> + + </div> + </footer> + </body> +</html> http://git-wip-us.apache.org/repos/asf/incubator-hivemall-site/blob/3143bb97/plugins.html ---------------------------------------------------------------------- diff --git a/plugins.html b/plugins.html new file mode 100644 index 0000000..548301b --- /dev/null +++ b/plugins.html @@ -0,0 +1,260 @@ +<!DOCTYPE html> +<!-- + | Generated by Apache Maven Doxia Site Renderer 1.7.1 + | Rendered using Apache Maven Fluido Skin 1.5 +--> +<html xmlns="http://www.w3.org/1999/xhtml"; xml:lang="en" lang="en"> + <head> + <meta charset="UTF-8" /> + <meta name="viewport" content="width=device-width, initial-scale=1.0" /> + <meta name="Date-Revision-yyyymmdd" content="20161019" /> + <meta http-equiv="Content-Language" content="en" /> + <title>Apache Hivemall – Project Plugins</title> + <link rel="stylesheet" href="./css/apache-maven-fluido-1.5.min.css" /> + <link rel="stylesheet" href="./css/site.css" /> + <link rel="stylesheet" href="./css/print.css" media="print" /> + + + <script type="text/javascript" src="./js/apache-maven-fluido-1.5.min.js"></script> + + </head> + <body class="topBarEnabled"> + + + + + + + <a href="https://github.com/apache/incubator-hivemall";> + <img style="position: absolute; top: 0; right: 0; 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</ul> + </div> + + + + <div id="bodyColumn" > + + <div class="section"> +<h2><a name="Project_Build_Plugins"></a>Project Build Plugins</h2><a name="Project_Build_Plugins"></a> +<table border="0" class="table table-striped"> +<tr class="a"> +<th>GroupId</th> +<th>ArtifactId</th> +<th>Version</th></tr> +<tr class="b"> +<td>net.revelc.code</td> +<td><a class="externalLink" href="http://code.revelc.net/formatter-maven-plugin";>formatter-maven-plugin</a></td> +<td>0.5.2</td></tr> +<tr class="a"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-clean-plugin/";>maven-clean-plugin</a></td> +<td>2.5</td></tr> +<tr class="b"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-compiler-plugin/";>maven-compiler-plugin</a></td> +<td>3.1</td></tr> +<tr class="a"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-deploy-plugin/";>maven-deploy-plugin</a></td> +<td>2.7</td></tr> +<tr class="b"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/surefire/maven-failsafe-plugin";>maven-failsafe-plugin</a></td> +<td>2.17</td></tr> +<tr class="a"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-install-plugin/";>maven-install-plugin</a></td> +<td>2.4</td></tr> +<tr class="b"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/plugins/maven-site-plugin/";>maven-site-plugin</a></td> +<td>3.5.1</td></tr> +<tr class="a"> +<td>org.apache.maven.plugins</td> +<td><a class="externalLink" href="http://maven.apache.org/surefire/maven-surefire-plugin";>maven-surefire-plugin</a></td> +<td>2.14.1</td></tr> +<tr class="b"> +<td>org.codehaus.mojo</td> +<td><a class="externalLink" href="http://mojo.codehaus.org/cobertura-maven-plugin/";>cobertura-maven-plugin</a></td> +<td>2.6</td></tr> +<tr class="a"> +<td>org.eluder.coveralls</td> +<td><a class="externalLink" href="https://github.com/trautonen/coveralls-maven-plugin";>coveralls-maven-plugin</a></td> +<td>3.0.1</td></tr> +<tr class="b"> +<td>org.scalastyle</td> +<td><a class="externalLink" href="http://www.scalastyle.org";>scalastyle-maven-plugin</a></td> +<td>0.8.0</td></tr> +<tr class="a"> +<td>org.sonatype.plugins</td> +<td><a class="externalLink" href="http://www.sonatype.com/public-parent/nexus-maven-plugins/nexus-staging/nexus-staging-maven-plugin/";>nexus-staging-maven-plugin</a></td> +<td>1.6.3</td></tr></table></div> +<div class="section"> +<h2><a name="Project_Report_Plugins"></a>Project Report Plugins</h2><a name="Project_Report_Plugins"></a> +<p>There are no plugins reports defined in the Reporting part of this project.</p></div> + </div> + </div> + + <hr/> + + <footer> + <div class="container"> + 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All of this content is automatically generated by <a class="externalLink" href="http://maven.apache.org";>Maven</a> on behalf of the project.</p> +<div class="section"> +<h3><a name="Overview"></a>Overview</h3> +<table border="0" class="table table-striped"> +<tr class="a"> +<th>Document</th> +<th>Description</th></tr> +<tr class="b"> +<td><a href="integration.html">CI Management</a></td> +<td>This is a link to the definitions of all continuous integration processes that builds and tests code on a frequent, regular basis.</td></tr> +<tr class="a"> +<td><a href="dependency-convergence.html">Dependency Convergence</a></td> +<td>This document presents the convergence of dependency versions across the entire project, and its sub modules.</td></tr> +<tr class="b"> +<td><a href="dependency-info.html">Dependency Information</a></td> +<td>This document describes how to to include this project as a dependency using various dependency management tools.</td></tr> +<tr class="a"> +<td><a href="distribution-management.html">Distribution Management</a></td> +<td>This document provides informations on the distribution management of this project.</td></tr> +<tr class="b"> +<td><a href="index.html">About</a></td> +<td>Scalable Machine Learning Library for Apache Hive</td></tr> +<tr class="a"> +<td><a href="issue-tracking.html">Issue Management</a></td> +<td>This document provides information on the issue management system used in this project.</td></tr> +<tr class="b"> +<td><a href="license.html">Licenses</a></td> +<td>This document lists the project license(s).</td></tr> +<tr class="a"> +<td><a href="mail-lists.html">Mailing Lists</a></td> +<td>This document provides subscription and archive information for this project's mailing lists.</td></tr> +<tr class="b"> +<td><a href="modules.html">Project Modules</a></td> +<td>This document lists the modules (sub-projects) of this project.</td></tr> +<tr class="a"> +<td><a href="plugin-management.html">Plugin Management</a></td> +<td>This document lists the plugins that are defined through pluginManagement.</td></tr> +<tr class="b"> +<td><a href="plugins.html">Plugins</a></td> +<td>This document lists the build plugins and the report plugins used by this project.</td></tr> +<tr class="a"> +<td><a href="team-list.html">Team</a></td> +<td>This document provides information on the members of this project. These are the individuals who have contributed to the project in one form or another.</td></tr> +<tr class="b"> +<td><a href="source-repository.html">Source Code Management</a></td> +<td>This document lists ways to access the online source repository.</td></tr> +<tr class="a"> +<td><a href="project-summary.html">Summary</a></td> +<td>This document lists other related information of this project</td></tr></table></div></div> + </div> + </div> + + <hr/> + + <footer> + <div class="container"> + <div class="row"> + <p> + <small> + Apache Hivemall is an effort undergoing incubation at The Apache Software Foundation (ASF), sponsored by <a href="http://incubator.apache.org/";>the Apache Incubator</a>. + Incubation is required of all newly accepted projects until a further review indicates that the infrastructure, communications, + and decision making process have stabilized in a manner consistent with other successful ASF projects. + While incubation status is not necessarily a reflection of the completeness or stability of the code, + it does indicate that the project has yet to be fully endorsed by the ASF. + </small> + </p> + </div> + + <p id="poweredBy" class="pull-right"> + <a href="http://incubator.apache.org/projects/hivemall.html"; title="Apache Incubator" class="builtBy"> + <img class="builtBy" alt="Apache Incubator" src="http://incubator.apache.org/images/egg-logo.png"; /> + </a> + </p> + + </div> + </footer> + </body> +</html>
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