Large Margin Filtering

@article{Flamary2012LargeMF,
  title={Large Margin Filtering},
  author={R{\'e}mi Flamary and Devis Tuia and Benjamin Labb{\'e} and Gustavo Camps-Valls and Alain Rakotomamonjy},
  journal={IEEE Transactions on Signal Processing},
  year={2012},
  volume={60},
  pages={648-659}
}
Many signal processing problems are tackled by filtering the signal for subsequent feature classification or regression. Both steps are critical and need to be designed carefully to deal with the particular statistical characteristics of both signal and noise. Optimal design of the filter and the classifier are typically aborded in a separated way, thus leading to suboptimal classification schemes. This paper proposes an efficient methodology to learn an optimal signal filter and a support… CONTINUE READING
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