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Libsvm itself is required, and is available through some package management - libsvm-devel for RPM based system or libsvm-dev for Debian based ones. Alternatively it is available direct from the website. If installing from the » official website then some steps will need to be taken as the package does not install automatically. For example, assuming the latest version is 3.1:
wget http://www.csie.ntu.edu.tw/~cjlin/cgi-bin/libsvm.cgi?+http://www.csie.ntu.edu.tw/~cjlin/libsvm+tar.gz tar xvzf libsvm-3.1.tar.gz cd libsvm-3.1 make lib cp libsvm.so.1 /usr/lib ln -s libsvm.so.1 libsvm.so ldconfig ldconfig --print | grep libsvm
This last step should show libsvm is installed.