[pymvpa] Group level searchlight

Nick Oosterhof n.n.oosterhof at googlemail.com
Sat Oct 21 05:27:29 UTC 2017


On 20 October 2017 at 21:28, Pegah Kassraian Fard <pegahkf at gmail.com> wrote:

> Many thanks, very useful indeed. A related question: So the input to the
> groupwise calculations are the permutated searchlight maps from single
> subjects - and computation-wise this seems to me to be quite a bottleneck,
> given that one whole brain searchlight already takes several hours. Is
> there any way to speed up this part?
>

You could use a faster classifier combined with the searchlight, in
particular a gaussian naive bayesian (GNB) classifier; see
http://www.pymvpa.org/generated/mvpa2.measures.gnbsearchlight.GNBSearchlight.html


For typical fMRI data GNB tends to be less accurate than linear SVM, in
other words there is a speed - accuracy trade-off.
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