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See the NOTICE file distributed with this work for additional information regarding copyright ownership. The ASF licenses this file @@ -327,32 +213,25 @@ a logistic regression model with 20 runs and 20 passes. The TelephoneCallParser to encode the features in the dataset into a vector. 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href="http://archive.ics.uci.edu/ml/datasets/Glass+Identification";>Glass Identification</a>: download the <a href="http://archive.ics.uci.edu/ml/machine-learning-databases/glass/glass.data";>dataset</a> file called <strong>glass.data</strong> and store it onto your local machine. Next, we must generate the descriptor file <strong>glass.info</strong> for this dataset with the following command:</p> -<pre><code>bin/mahout org.apache.mahout.classifier.df.tools.Describe -p /path/to/glass.data -f /path/to/glass.info -d I 9 N L +<div class="highlighter-rouge"><pre class="highlight"><code>bin/mahout org.apache.mahout.classifier.df.tools.Describe -p /path/to/glass.data -f /path/to/glass.info -d I 9 N L </code></pre> +</div> <p>Substitute <em>/path/to/</em> with the folder where you downloaded the dataset, the argument âI 9 N Lâ indicates the nature of the variables. Here it means 1 ignored (I) attribute, followed by 9 numerical(N) attributes, followed by @@ -314,8 +201,9 @@ the label (L).</p> <p>Finally, we build and evaluate our random forest classifier as follows:</p> -<pre><code>bin/mahout org.apache.mahout.classifier.df.BreimanExample -d /path/to/glass.data -ds /path/to/glass.info -i 10 -t 100 which builds 100 trees (-t argument) and repeats the test 10 iterations (-i argument) +<div class="highlighter-rouge"><pre class="highlight"><code>bin/mahout org.apache.mahout.classifier.df.BreimanExample -d /path/to/glass.data -ds /path/to/glass.info -i 10 -t 100 which builds 100 trees (-t argument) and repeats the test 10 iterations (-i argument) </code></pre> +</div> <p>The example outputs the following results:</p> @@ -332,42 +220,37 @@ iterations</li> <p>We can repeat this for a <a href="http://archive.ics.uci.edu/ml/datasets/Connectionist+Bench+%28Sonar,+Mines+vs.+Rocks%29";>Sonar</a> usecase: download the <a href="http://archive.ics.uci.edu/ml/machine-learning-databases/undocumented/connectionist-bench/sonar/sonar.all-data";>dataset</a> file called <strong>sonar.all-data</strong> and store it onto your local machine. Generate the descriptor file <strong>sonar.info</strong> for this dataset with the following command:</p> -<pre><code>bin/mahout org.apache.mahout.classifier.df.tools.Describe -p /path/to/sonar.all-data -f /path/to/sonar.info -d 60 N L +<div class="highlighter-rouge"><pre class="highlight"><code>bin/mahout org.apache.mahout.classifier.df.tools.Describe -p /path/to/sonar.all-data -f /path/to/sonar.info -d 60 N L </code></pre> +</div> <p>The argument â60 N Lâ means 60 numerical(N) attributes, followed by the label (L). Analogous to the previous case, we run the evaluation as follows:</p> -<pre><code>bin/mahout org.apache.mahout.classifier.df.BreimanExample -d /path/to/sonar.all-data -ds /path/to/sonar.info -i 10 -t 100 +<div class="highlighter-rouge"><pre class="highlight"><code>bin/mahout org.apache.mahout.classifier.df.BreimanExample -d /path/to/sonar.all-data -ds /path/to/sonar.info -i 10 -t 100 </code></pre> - - - </div> </div> - </div> + </div> -</div> -<div id="footer"> - <div class="container"> - <p>© 2017 Apache Mahout - with help from <a href="http://jekyllbootstrap.com"; target="_blank" title="The Definitive Jekyll Blogging Framework">Jekyll Bootstrap</a> - and <a href="http://getbootstrap.com"; target="_blank">Bootstrap</a> - </p> </div> -</div> - - +</div> + <footer class="footer bg-light"> + <div class="container text-center small"> + Copyright © 2014-2017 The Apache Software Foundation, Licensed under the Apache License, Version 2.0. + </div> +</footer> + <script src="/assets/vendor/jquery/jquery-slim.min.js"></script> + <script src="/assets/vendor/popper/popper.min.js"></script> + <script src="/assets/vendor/bootstrap/js/bootstrap.min.js"></script> + <script src="/assets/header.js"></script> + <script src="https://cdnjs.cloudflare.com/ajax/libs/mathjax/2.7.0/MathJax.js?config=TeX-AMS-MML_HTMLorMML"; type="text/javascript"></script> -<!-- Latest compiled and minified JavaScript, requires jQuery 1.x (2.x not supported in IE8) --> -<!-- Placed at the end of the document so the pages load faster --> -<script src="https://ajax.googleapis.com/ajax/libs/jquery/1.10.2/jquery.min.js";></script> -<script src="/assets/themes/mahout3/js/bootstrap.min.js"></script> </body> -</html> +</html>
