libsvm -- a library for support vector machines.mht

A SVM classifier, with detail documents.

  =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/libsvm/otherdocuments/index.htm=
l">Other=20
  documents</A> written by users. (including some non-English documents) =

</LI></UL>For more information about nu-SVM and one-class SVM&nbsp;<A=20
name=3Dnuandone></A>, please see=20
<UL>
  <LI>B. Sch=F6lkopf, A. Smola, R. Williamson, and P. L. Bartlett. New =
support=20
  vector algorithms. <I>Neural Computation</I>, 12, 2000, 1207-1245.=20
  <LI>B. Sch=F6lkopf, J. Platt, J. Shawe-Taylor, A. J. Smola, and R. C.=20
  Williamson. Estimating the support of a high-dimensional distribution. =

  <I>Neural Computation</I>, 13, 2001, 1443-1471. </LI></UL>
<HR>

<H3>Interfaces to LIBSVM</H3>
<CENTER>
<TABLE border=3D1>
  <TBODY>
  <TR>
    <TH>Language</TH>
    <TH>Description</TH>
    <TH>Maintainers and Their Affiliation</TH>
    <TH>Supported LIBSVM version</TH>
    <TH>Link</TH></TR>
  <TR>
    <TD><A name=3Dmatlab>MATLAB</A></TD>
    <TD>A simple MATLAB interface</TD>
    <TD>LIBSVM authors at National Taiwan University. </TD>
    <TD>2.85 </TD>
    <TD><A=20
      =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/cgi-bin/matlab.cgi?+http://www.=
csie.ntu.edu.tw/~cjlin/libsvm/matlab+zip">Zip</A></TD></TR>
  <TR>
    <TD>MATLAB</TD>
    <TD>An old version (no longer available)</TD>
    <TD>Junshui Ma and Stanley Ahalt at Ohio State University</TD>
    <TD>2.33</TD>
    <TD><A href=3D"http://eewww.eng.ohio-state.edu/~maj/osu_svm/">Dead=20
    Link</A></TD></TR>
  <TR>
    <TD>MATLAB</TD>
    <TD>Another version. (libsvm 2.8 used, but multiclass and sparse =
input not=20
      supported yet)</TD>
    <TD>Michael Vogt from Darmstadt University of Technology, Germany =
</TD>
    <TD>2.8 (partial)</TD>
    <TD><A=20
    =
href=3D"http://www.iat.tu-darmstadt.de/~vogt/en/software.html">WWW</A></T=
D></TR>
  <TR>
    <TD><A name=3DR>R </A></TD>
    <TD>Please install by typing <I>install.packages('e1071')</I> at R =
command=20
      line prompt. (<A=20
      =
href=3D"http://cran.r-project.org/web/packages/e1071/e1071.pdf">document<=
/A>=20
      and <A=20
      =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/libsvm/R_example">examples</A>)=
.=20
    </TD>
    <TD><A href=3D"http://wi.wu-wien.ac.at/home/meyer/">David Meyer</A> =
at the=20
      Wirtschaftsuniversit=E4t Wien (Vienna University of Economics and =
Business=20
      Administration) </TD>
    <TD>2.82</TD>
    <TD><A=20
      =
href=3D"http://cran.r-project.org/src/contrib/PACKAGES.html#e1071">WWW</A=
></TD></TR>
  <TR>
    <TD><A name=3Dpython>Python </A></TD>
    <TD>A python interface of LIBSVM has been included since version =
2.33.</TD>
    <TD>Initiated by <A=20
      href=3D"http://www.hpl.hp.com/personal/Carl_Staelin">Carl =
Staelin</A> at HP=20
      Labs. Updated/maintained by LIBSVM authors.</TD>
    <TD>The latest</TD>
    <TD>Included in <A=20
      =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/cgi-bin/libsvm.cgi?+http://www.=
csie.ntu.edu.tw/~cjlin/libsvm+zip">LIBSVM</A>=20
      pacakge</TD></TR>
  <TR>
    <TD><A name=3Dpython>Python and C#</A></TD>
    <TD>Interfaces provided in the framework pcSVM</TD>
    <TD>Uwe Schmitt from Germany</TD>
    <TD>2.71</TD>
    <TD><A=20
      =
href=3D"http://www.procoders.net/en/Procoders/open_source/pcSVM">pcSVM</A=
></TD></TR>
  <TR>
    <TD><A name=3Dperl>Perl</A></TD>
    <TD>&nbsp;</TD>
    <TD>Matthew Laird at Simon Fraser University, Canada</TD>
    <TD>2.85</TD>
    <TD><A href=3D"http://search.cpan.org/~lairdm/">CPAN</A> </TD></TR>
  <TR>
    <TD><A name=3Druby>Ruby</A></TD>
    <TD>&nbsp;</TD>
    <TD>Rudi Cilibrasi at Centrum voor Wiskunde en Informatica (Dutch =
National=20
      Research Institute for Mathematics and Computer Science). </TD>
    <TD>2.84</TD>
    <TD><A href=3D"http://rubysvm.cilibrar.com/">Ruby SVM</A> </TD></TR>
  <TR>
    <TD><A name=3Dweka>Weka</A></TD>
    <TD>&nbsp;</TD>
    <TD>Yasser EL-Manzalawy and Vasant Honavar at Iowa State University. =
</TD>
    <TD>2.8</TD>
    <TD><A href=3D"http://www.cs.iastate.edu/~yasser/wlsvm/">WLSVM</A> =
</TD></TR>
  <TR>
    <TD><A href=3D"http://clisp.cons.org/" name=3Dclisp>CLISP</A></TD>
    <TD>&nbsp;</TD>
    <TD><A href=3D"http://www.podval.org/~sds">Sam Steingold</A> </TD>
    <TD>2.85</TD>
    <TD><A href=3D"http://clisp.cons.org/impnotes/libsvm.html">CLISP =
LibSVM=20
      module</A> </TD></TR>
  <TR>
    <TD>.NET</TD>
    <TD>.NET conversion of LIBSVM</TD>
    <TD><A href=3D"http://mi.eng.cam.ac.uk/~mj293">Matthew Johnson</A> =
</TD>
    <TD>2.84</TD>
    <TD><A =
href=3D"http://mi.eng.cam.ac.uk/~mj293/software_svm.html">SVM.NET</A>=20
    </TD></TR>
  <TR>
    <TD><A name=3Dlabview>Labview</A> </TD>
    <TD>Please download the <A=20
      =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/libsvm/labview/LabviewExample4L=
IBSVM.llb">llb</A>=20
      file. A image demonstrating its use is <A=20
      =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/libsvm/labview/screenshot4Diagr=
am.JPG">here</A>.=20
      Probability estimates are not supported. </TD>
    <TD>Kiwoong Kim at Korea Research Institute of Standards and =
Science. </TD>
    <TD>2.71</TD>
    <TD><A=20
      =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/libsvm/labview/LabviewExample4L=
IBSVM.llb">llb</A></TD></TR>
  <TR>
    <TD><A name=3Dcsharp>C#</A></TD>
    <TD>C# code converted from libsvm java version</TD>
    <TD>Andrew Poh from Australia </TD>
    <TD>2.6</TD>
    <TD><A=20
      =
href=3D"http://www.csie.ntu.edu.tw/~cjlin/libsvm/Csharp/Csharp-2.6.zip">z=
ip</A></TD></TR></TBODY></TABLE></CENTER>
<P>
<HR>
<B>Acknowledgments</B>: This work was supported in part by the National =
Science=20
Council of Taiwan via the grant NSC 89-2213-E-002-106. The authors thank =
<A=20
href=3D"http://www.csie.ntu.edu.tw/~cjlin/libsvm/acknowledgements">their =
group=20
members and users</A> for helpful discussion and comments. Please send =
comments=20
and suggestions to <A=20
href=3D"http://www.csie.ntu.edu.tw/~cjlin/index.html">Chih-Jen Lin</A>.=20
</BODY></HTML>

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