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SPM  May 2012

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Subject:

Re: AW: [SPM] Estimating a second-level model under the null hypothesis

From:

"Bruno L. Giordano" <[log in to unmask]>

Reply-To:

Bruno L. Giordano

Date:

Mon, 14 May 2012 17:13:11 +0100

Content-Type:

text/plain

Parts/Attachments:

Parts/Attachments

text/plain (135 lines)

Hello Donald and Simon,

the reason for analyzing such mean-centered data is that I need to 
estimate the maximum value of my statistics within the analysis mask 
under the null hypothesis of no condition effect. This involves a 
resampling scheme (I am referring to the bootstrap-F principle): the 
FWE-corrected p-value of the statistic computed with unaltered data can 
be computed from the observed distribution of the maximum statistics 
across analyses of resampled mean-centered data (percentile method).

Donald: I tried adding a constant, it did not help, and disabling 
sphericity corrections and assuming independence is not a good idea.

I am thinking that the correct approach here would be to consider the 
ResMS and variance estimates from the unaltered data, and plug in those 
when analyzing the mean-corrected data. It is not obvious if this would 
be enough (e.g., should I consider eventual whitening? I am not 100% 
familiar with the mechanics).

Thank you for your thoughts,

	Bruno




On 14/05/2012 4:46 PM, MCLAREN, Donald wrote:
> What you want to do is to disable the REML estimation (e.g
> non-sphericity correction) OR setup the model to assume that everything
> is independent (this sets the covariance to 0). Of course, the latter
> option is bad for of obvious reasons.
>
> An alternative might be to add 1 to all the input images. The issue then
> becomes how to subtract out the 1 from the betas to make the contrasts
> test things agaisnt 0. If you are comparing conditions, the added 1 to
> all images should have no effect on the statistics. This should find the
> significant voxels for REML estimation as well.
>
> Best Regards, Donald McLaren
> =================
> D.G. McLaren, Ph.D.
> Postdoctoral Research Fellow, GRECC, Bedford VA
> Research Fellow, Department of Neurology, Massachusetts General Hospital
> and
> Harvard Medical School
> Website: http://www.martinos.org/~mclaren
> <http://www.martinos.org/%7Emclaren>
> Office: (773) 406-2464
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>
> On Mon, May 14, 2012 at 11:40 AM, Eickhoff, Simon
> <[log in to unmask] <mailto:[log in to unmask]>> wrote:
>
>     Dear Bruno
>
>
>     The problem you encounter may relate to the fact, that only voxels
>     passing an F-threshold of p<0.001 (spm_spm ~ line 450), i.e., those
>     voxels where your model fits reasonably well, enter the
>     non-sphericity estimation (cf. ~ line 700).
>
>     If the analysis crashed with an "no inmask voxels", that should be
>     the reason (your noise-model didn't fit anywhere)
>
>
>     If the analysis ran through but you got "no significant voxels" in
>     the inference... this is exactly what happend: Nothing was
>     significant, which is not surprising given you only entered noise.
>
>     It's not clear to me, however, why you would want to fit that model
>     anyways, given you know the mean and variance of your data since you
>     actually generated it from a particular generative model.
>
>
>     Best
>     Simon
>
>
>
>
>     ________________________________________
>     Von: SPM (Statistical Parametric Mapping) [[log in to unmask]
>     <mailto:[log in to unmask]>]&quot; im Auftrag von &quot;Bruno L.
>     Giordano [[log in to unmask] <mailto:[log in to unmask]>]
>     Gesendet: Montag, 14. Mai 2012 17:00
>     An: [log in to unmask] <mailto:[log in to unmask]>
>     Betreff: [SPM] Estimating a second-level model under the null hypothesis
>
>     Dear list,
>
>     I am trying to fit a null model second level model where the
>     across-subjects mean of each condition is set to 0. I need the parameter
>     estimates for resampling under H0 of no between-condition difference.
>     SPM protests that I have no significant voxel. I would need the
>     estimates/stats anyways.
>
>     What could I do?
>
>     Thank you,
>
>             Bruno
>
>
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