help > RE: degrees of freedom
Oct 5, 2018  09:10 AM | Alfonso Nieto-Castanon - Boston University
RE: degrees of freedom
Hi Laurent,

That is a good point and you are exactly right that for single-subject statistics using Fisher's test to compare two seed-to-voxel r-maps it is more appropriate to use the "after denoising" approximation to the residual degrees of freedom (this takes into account not only the correction in degrees of freedom due to band-pass filtering operation but also one due to the regression of potential confounding effects). I will make the changes to the code to have the DOF variable in those mat files store the proper/improved values, and thanks again for pointing this out 

Best
Alfonso

ps. as a note mostly for future reference, compared to population-level (multiple-subject) statistics, single-subject statistics like these are always complicated by the degree to which the stats assumptions are truly held in our data; in this case the underlying assumptions would be having relatively white/colorless residuals in the BOLD signal over the frequency window of interest after denoising, and having relatively large number of samples and not-too-high correlations; perhaps other methods that carry less assumptions, such as phase-randomization for example, could be used in the future to produce more accurate/robust single-subject statistics when needed

Originally posted by laurentcohen:
Hello
I'm writing only about single-subject analyses here.
You proposed in 2014 a piece of code for comparing the two r maps from two ROI-Voxel conditions. This code takes two BETA maps, containing Fisher transformed r values, and computes p and pFDR maps. Apparently, it uses the DOF (in my case 117) indicated in the Denoising panel as "before denoising". Why doesn't it use the DOF "after denoising" (in my case 54)? I'm asking because I made a couple of scripts using the "after denoising" DOF and I'd like to know if/why I'm wrong...
Tnak you very much in advance
Laurent

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TitleAuthorDate
laurentcohen Oct 2, 2018
RE: degrees of freedom
Alfonso Nieto-Castanon Oct 5, 2018
Amy Wang Mar 1, 2026