SimpleMKL Toolbox

SimpleMKL Toolbox

Last updated: February, 2008

Description

This package is a set of Matlab scripts that implements the SimpleMKL algorithm. The related papers are the ICML 2007 paper and the paper entitled SimpleMKL

This code is provided for a sake of result reproducibility. Most of the scripts are documented with a online matlab help and some demo scripts are provided.

The demo scripts are

exmklclass.m
exmklreg.m
exmklmulticlass.m
exmkllsdisk

Within these demo scripts, one can just replace the 3-dimensional Gram Matrix given as examples with some
ad-hoc matrices and get nice results! :)

A more detailed documentation will (hopefully) be available as soon as possible.

Features

MKL binary classification SVM
MKL SVM regression
One-against-all and One-against-One MKL SVM
Large-scale binary classification MKL SVM
Less-memory demanding kernel implementations

Matlab code - version 1.0

The toolbox archive is here. Some entry files are : exmklclass.m or exmklreg.m

This toolbox needs the SVM-KM toolbox.
Except when using small-scale MKL SVM classification. Thus exmklclass and exmklvariationC are standalone. If you want to rapidly test the toolbox, you should try these functions.

If you have any questions or comments regarding this package, or if you want to report any bugs, please send an e-mail to alain.rakoto at insa-rouen.fr. The current version 1.0 has been released on January 2008.

This code is licensed under GNU licence and it is free for non-commercial use.

THIS SOFTWARE IS PROVIDED BY THE AUTHOR ``AS IS'' AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE AUTHOR BE LIABLE FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.