Searchlight-based multi-voxel pattern analysis of fMRI by cross-validated MANOVA

@article{Allefeld2014SearchlightbasedMP,
  title={Searchlight-based multi-voxel pattern analysis of fMRI by cross-validated MANOVA},
  author={Carsten Allefeld and John-Dylan Haynes},
  journal={NeuroImage},
  year={2014},
  volume={89},
  pages={345-357}
}
  • Carsten Allefeld, John-Dylan Haynes
  • Published in NeuroImage 2014
  • Biology, Mathematics, Medicine, Computer Science
  • Multi-voxel pattern analysis (MVPA) is a fruitful and increasingly popular complement to traditional univariate methods of analyzing neuroimaging data. We propose to replace the standard 'decoding' approach to searchlight-based MVPA, measuring the performance of a classifier by its accuracy, with a method based on the multivariate form of the general linear model. Following the well-established methodology of multivariate analysis of variance (MANOVA), we define a measure that directly… CONTINUE READING

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    References

    Publications referenced by this paper.
    SHOWING 1-10 OF 49 REFERENCES

    Applied Multivariate Analysis

    VIEW 5 EXCERPTS
    HIGHLY INFLUENTIAL

    Decoding the visual and subjective contents of the human brain

    VIEW 4 EXCERPTS
    HIGHLY INFLUENTIAL

    The Elements of Statistical Learning: Data Mining, Inference, and Prediction, 2nd Edition

    VIEW 4 EXCERPTS
    HIGHLY INFLUENTIAL

    Information-based functional brain mapping.

    VIEW 5 EXCERPTS
    HIGHLY INFLUENTIAL

    Informationbased functional brain

    • N. Kriegeskorte, R. Goebel, P. Bandettini
    • mapping. Proc. Natl. Acad. Sci. U. S. A
    • 2006
    VIEW 6 EXCERPTS
    HIGHLY INFLUENTIAL

    Decoding patterns of human brain activity.

    VIEW 1 EXCERPT