Multifractal feature vectors for Brain-Computer interfaces

@article{Brodu2008MultifractalFV,
  title={Multifractal feature vectors for Brain-Computer interfaces},
  author={Nicolas Brodu},
  journal={2008 IEEE International Joint Conference on Neural Networks (IEEE World Congress on Computational Intelligence)},
  year={2008},
  pages={2883-2890}
}
This article introduces a new feature vector extraction for EEG signals using multifractal analysis. The validity of the approach is asserted on real data sets from the BCI competitions II and III. The feature extraction can be performed in real time with low-cost discrete wavelet transforms. Classification results obtained with the new feature vectors are close to the state of art techniques, while using a different information. Combining the new multifractal feature vector with existing ones… CONTINUE READING

References

Publications referenced by this paper.
Showing 1-10 of 13 references

Evolutionary multifractal signal / image denoising ”

J-L. Véhel E. Lutton
Evolutionary Computer vision , EURASIP Book Series • 2007

Wavelet analysis and scaling properties of time series.

Physical review. E, Statistical, nonlinear, and soft matter physics • 2005

A new approach in the BCI research based on fractal dimension as feature and Adaboost as classifier ”

M. H. Moradi
Journal of Neural Engineering • 2004

Multifractal versus monofractal analysis of wetland topography ”

S. Lu I. Tchiguirinskaia, F. J. Molz, T. M. Williams, D. Lavallée
Stochastic Environmental Research and Risk Assessment • 2000

Multifractality in healthy heartbeat dynamics ”

L. A. Nunes Amaral, A. L. Goldberger, +3 authors H. E. Stanley
Nature • 1999

A multifractal model of asset returns ”

A. Fisher B. Mandelbrot, L. Calvet
Cowles Fundation discussion paper number 1164 • 1997

Multifractal formalism for fractal signals: The structure-function approach versus the wavelet-transform modulus-maxima method.

Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics • 1993

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