| Multioutput
SVR [MSVR] |
|
| Authors |
Fernando
Pérez Cruz |
| Download |
Full Matlab Package |
| Code for the paper (please cite these papers!) |
[1] F. Pérez-Cruz and G. Camps and
E. Soria and J. Pérez and A. R. Figueiras-Vidal and A.
Artés-Rodríguez Multi-dimensional Function Approximation and Regression Estimation Proc. of the ICANN, 2002 Madrid, Spain [2] Sánchez-Fernández, M. and dePrado-Cumplido, M. and Arenas-García, J. and Pérez-Cruz, F. SVM multiregression for nonlinear channel estimation in multiple-input multiple-output systems IEEE Trans. Signal Proc., 52(8), 2298-2307, 2004 [3] Multioutput Support Vector Regression for Remote Sensing Biophysical Parameter Estimation Devis Tuia, Jochem Verrelst, Luis Alonso, Fernando Pérez-Cruz, and Gustavo Camps-Valls IEEE Geoscience and Remote Sensing Letters, 2011. |
| Abstract |
Standard SVR formulation only considers the single-output problem. In the case of several output variables, other methods (neural networks, kernel ridge regression) must be deployed, but the good properties of SVR are lost: hinge-loss function and sparsity. The proposed model M-SVR extends the single-output SVR by taking into account the nonlinear relations between features but also among the output variables, which are typically inter-dependent. |
| Copyright & Disclaimer |
The
programs are granted free of
charge for research and education purposes only. Scientific results
produced using the software provided shall acknowledge the use of the
MSVR implementation provided by us. If you plan to use
it for non-scientific purposes, don't hesitate to
contact us. Because the programs are licensed free of charge, there is no warranty for the program, to the extent permitted by applicable law. except when otherwise stated in writing the copyright holders and/or other parties provide the program "as is" without warranty of any kind, either expressed or implied, including, but not limited to, the implied warranties of merchantability and fitness for a particular purpose. the entire risk as to the quality and performance of the program is with you. should the program prove defective, you assume the cost of all necessary servicing, repair or correction. In no event unless required by applicable law or agreed to in writing will any copyright holder, or any other party who may modify and/or redistribute the program, be liable to you for damages, including any general, special, incidental or consequential damages arising out of the use or inability to use the program (including but not limited to loss of data or data being rendered inaccurate or losses sustained by you or third parties or a failure of the program to operate with any other programs), even if such holder or other party has been advised of the possibility of such damages. |