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.