Codes

Code for robust kernel methods are avaiable as RSVM and USSVM. See the README file for details.
Code for robust maximum margin classifiers are avaiable as MM-SBMI. Inside every folder, a demo is avaiable as runtoy.m which will giude you to use the code.

Dataset

The protein structure dataset used in (Bhadra et al., 2010 and Ben-Tal et al, 2012) is available as "ProD".

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The synthetic dataset used in (Bhadra et al., 2010 ) is available as "SynD".The scripts used to generate synthetic data, can be downloaded from here.

The synthetic dataset used in (Ben-Tal et al, 2012) is available as "SynD". Please read it to know about details of the data structure.

Supplementary Material

The Generalization Performance of all varities of USSVM and all varities of RSVM on synthetic dataset as well as on protein structure dataset are available here.

External Tools

We have used
  • SeDuMi 1.02, a Matlab Toolbox for Optimization over Symmetric Cones.
  • LibSVM a SVM solver.