Diff for "Multivariate_Analysis" - MRC CBU Imaging Wiki
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__'''Multivariate Analysis'''__[[BR]] __'''Multivariate Analysis'''__<<BR>>
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__'''Web Resources'''__[[BR]] __'''Web Resources'''__<<BR>>
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Below is a list of web resources used in the talks [[BR]] Below is a list of web resources used in the talks <<BR>>
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[http://www.cpu.bcm.edu/laconte/3dsvm.html AFNI 3dsvm plug-in][[BR]]
[http://code.google.com/p/princeton-mvpa-toolbox/ Princeton MVPA toolbox][[BR]]
[http://www.pymvpa.org/ PyMVPA toolbox][[BR]]
[http://www.csie.ntu.edu.tw/~cjlin/libsvm/ LIBSVM toolbox][[BR]]
[[http://www.cpu.bcm.edu/laconte/3dsvm.html|AFNI 3dsvm plug-in]]<<BR>>
[[http://code.google.com/p/princeton-mvpa-toolbox/|Princeton MVPA toolbox]]<<BR>>
[[http://www.pymvpa.org/|PyMVPA toolbox]]<<BR>>
[[http://www.csie.ntu.edu.tw/~cjlin/libsvm/|LIBSVM toolbox]]<<BR>>
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__'''References'''__[[BR]] __'''References'''__<<BR>>
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Mur, M. & Kriegeskorte, N. (due). Tutorial on Pattern Classification in Functional Imaging. In: Kriegeskorte, N. & Kreiman, G. (eds.). Visual Population Codes: Towards a Common Multivariate Framework for Cell Recording and Functional Imaging.[[BR]][[BR]] Mur, M. & Kriegeskorte, N. (due). Tutorial on Pattern Classification in Functional Imaging. In: Kriegeskorte, N. & Kreiman, G. (eds.). Visual Population Codes: Towards a Common Multivariate Framework for Cell Recording and Functional Imaging.<<BR>><<BR>>
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Mur, M., Bandettini, P. & Kriegeskorte, N. (2009). Revealing representational content with pattern-information fMRI – an introductory guide. Social Cognitive & Affective Neuroscience, 4(1): 101-109.[[BR]]
[
http://scan.oxfordjournals.org/content/4/1/101.short DOI:10.1093/scan/nsn044][[BR]][[BR]]
Mur, M., Bandettini, P. & Kriegeskorte, N. (2009). Revealing representational content with pattern-information fMRI – an introductory guide. Social Cognitive & Affective Neuroscience, 4(1): 101-109.<<BR>>
[[http://scan.oxfordjournals.org/content/4/1/101.short|DOI:10.1093/scan/nsn044]]<<BR>><<BR>>
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Norman, K.A., Polyn, S.M., Detre, G.J. & Haxby, J.V. (2006).[[BR]]
[http://www.sciencedirect.com/science/article/pii/S1053811911000978 DOI:10.1016/j.neuroimage.2011.01.061][[BR]][[BR]]
Norman, K.A., Polyn, S.M., Detre, G.J. & Haxby, J.V. (2006).<<BR>>
[[http://www.sciencedirect.com/science/article/pii/S1053811911000978|DOI:10.1016/j.neuroimage.2011.01.061]]<<BR>><<BR>>
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Beyond mind-reading: multi-voxel pattern analysis of fMRI data. Trends in Cognitive Sciences, 10(9): 424-430.[[BR]]
[http://www.ncbi.nlm.nih.gov/pubmed/16899397 PMID:16899397] [[BR]][[BR]]
Beyond mind-reading: multi-voxel pattern analysis of fMRI data. Trends in Cognitive Sciences, 10(9): 424-430.<<BR>>
[[http://www.ncbi.nlm.nih.gov/pubmed/16899397|PMID:16899397]] <<BR>><<BR>>
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Bishop, Ch. (2006). Pattern recognition & machine learning. New York: Springer Science & Business Media.[[BR]]
Duda RO, Hart PE, Stork DG (2001) Pattern Classification. New York, NY: John Wiley and Sons.[[BR]]
Bishop, Ch. (2006). Pattern recognition & machine learning. New York: Springer Science & Business Media.<<BR>>
Duda RO, Hart PE, Stork DG (2001) Pattern Classification. New York, NY: John Wiley and Sons.<<BR>>

Multivariate Analysis

Web Resources

Below is a list of web resources used in the talks

AFNI 3dsvm plug-in
Princeton MVPA toolbox
PyMVPA toolbox
LIBSVM toolbox

References

Mur, M. & Kriegeskorte, N. (due). Tutorial on Pattern Classification in Functional Imaging. In: Kriegeskorte, N. & Kreiman, G. (eds.). Visual Population Codes: Towards a Common Multivariate Framework for Cell Recording and Functional Imaging.

Mur, M., Bandettini, P. & Kriegeskorte, N. (2009). Revealing representational content with pattern-information fMRI – an introductory guide. Social Cognitive & Affective Neuroscience, 4(1): 101-109.
DOI:10.1093/scan/nsn044

Kriegeskorte, N. (2011). Pattern-information analyses: from stimulus decoding to computational-model testing. Neuroimage. 56(2): 411-421. Norman, K.A., Polyn, S.M., Detre, G.J. & Haxby, J.V. (2006).
DOI:10.1016/j.neuroimage.2011.01.061

Beyond mind-reading: multi-voxel pattern analysis of fMRI data. Trends in Cognitive Sciences, 10(9): 424-430.
PMID:16899397

  • Detailed mathematical background:

Bishop, Ch. (2006). Pattern recognition & machine learning. New York: Springer Science & Business Media.
Duda RO, Hart PE, Stork DG (2001) Pattern Classification. New York, NY: John Wiley and Sons.

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