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<h2><span style="font-family: Times New Roman">SVM-JAVA: A
Java implementation of SMO (Sequential Minimal Optimization) for training
SVM (Support Vector Machine)</span></h2>
<p style="margin-top: 0; margin-bottom: 0"><b>Implemented by</b></p>
<p style="margin-top: 0; margin-bottom: 0"><b>Xiaoqian Jiang (<a href="mailto:xiaoqian@cs.cmu.edu?subject=xiaoqian@cs.cmu.edu">xiaoqian@cs.cmu.edu</a>)</b></p>
<p style="margin-top: 0; margin-bottom: 0"><b>Hwanjo Yu (<a href="mailto:hwanjoyu@postech.ac.kr"><span style="color: #0000FF; text-decoration: underline">hwanjoyu@postech.ac.kr</span></a>)</b></p>
<h3 style="margin-top: 0; margin-bottom: 0">
<span style="font-family: Times New Roman; text-decoration: underline"><br>
Java Code: SMO training of SVM</span></h3>
<ul>
<li>
<p style="margin: 0">SVM-JAVA, developed for research and educational
purpose, is a Java implementation of John C. Platt's
sequential minimal optimization (SMO) for training a support vector machine
(SVM). This program is based on the pseudocode in ``<i><a style="color: blue; text-decoration: underline; text-underline: single" href="http://www.research.microsoft.com/~jplatt/smo-book.ps.gz">Fast
Training of Support Vector Machines using Sequential Minimal Optimization</a></i>"
by John C. Platt and in ``<i><a style="color: blue; text-decoration: underline; text-underline: single" href="http://www.datalab.uci.edu/people/xge/svm/smo.pdf">Sequential
Minimal Optimization for SVM</a></i>" by Xianping Ge. It currently supports
linear and RBF kernels.</p></li>
<li>
<p style="margin: 0"><b><span style="font-family: Times New Roman">
<font size="4">Download </font></span><font size="4">
<a href="svm-java.zip">svm-java.zip</a>
(<a style="color: blue; text-decoration: underline; text-underline: single" href="README.txt">README</a>)</font></b></p>
</li>
</ul>
<h3 style="margin-top: 0; margin-bottom: 0">
<span style="font-family: Times New Roman; text-decoration: underline">Using
This Code</span></h3>
<blockquote>
<p style="margin: 0">This code is publicly available to facilitate research and education
in the related areas of data mining and machine learning. If you publish
material based on this code, please refer to the source as follows, to help
others to obtain the same code and reproduce your experiments.</p>
<p style="margin: 0"><br>
X. Jiang and H. Yu. SVM-JAVA: A Java implementation of the SMO (Sequential
Minimal Optimization) for training SVM. Department of Computer Science and
Engineering, Pohang University of Science and Technology (POSTECH), <a href="http://iis.hwanjoyu.org/svm-java">http://iis.hwanjoyu.org/svm-java</a>,
2008.</p>
<p style="margin: 0"><br>
<strong>Bibtex entry:</strong><br>
@MISC{POSTECH08svm-java, <br>
author = "X. Jiang and H. Yu", <br>
title = "{SVM-JAVA}: A Java Implementation of the {SMO} (Sequential Minimal
Optimization) for training {SVM}",</p>
<p style="margin: 0">institution = "Department of Computer Science and Engineering, Pohang University of
Science and Technology (POSTECH)",</p>
<p style="margin: 0">address = "<a href="http://iis.hwanjoyu.org/svm-java">http://iis.hwanjoyu.org/svm-java</a>",<br>
year = "2008" <br>
}</p>
</blockquote>
<h3 style="margin-top: 0; margin-bottom: 0">
<span style="font-family: Times New Roman; text-decoration: underline">Links</span></h3>
<ul>
<li>
<p style="margin: 0">
<a style="color: blue; text-decoration: underline; text-underline: single" href="http://www.kernel-machines.org">Support Vector Machines at http://www.kernel-machines.org</a></p>
</li>
<li>
<p style="margin: 0">
<a style="color: blue; text-decoration: underline; text-underline: single" href="http://www.research.microsoft.com/~jplatt/smo.html">John C. Platt's Sequential Minimal Optimization for SVM</a></p>
</li>
<li>
<p style="margin: 0">
<a style="color: blue; text-decoration: underline;
text-underline: single" href="http://iis.hwanjoyu.org/ppsvm">PP-SVM:
Privacy Preserving SVM classification for distributed data</a></p>
</li>
</ul>
<hr>
<p style="margin-top: 0px; margin-bottom: 0px">
<a href="http://iis.hwanjoyu.org"><font face="Arial">IIS </font>
<font face="Arial" size="2">
- Intelligent Information Systems Group</font></a><font face="Arial" size="2">,
<a style="color: #800000; text-decoration: underline" href="http://cse.postech.ac.kr/">Department of Computer Science
and Engineering</a>,
<a href="http://www.postech.ac.kr/">Pohang University of Science and Technology</a></font></p>
<p style="margin-top: 0px; margin-bottom: 0px">
<font face="Arial" size="2">Webpage maintained by
<a style="color: #800000; text-decoration: underline" href="http://hwanjoyu.org/">Hwanjo Yu</a></font></p>
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