[pymvpa] Update on: Suspicious results
MS Al-Rawi
rawi707 at yahoo.com
Tue Mar 1 16:26:20 UTC 2011
> - I have randomized the labels of the two categories. This resulted in
> the same distribution of accuracies as with the correct labeling (peak
> of histogram at 0.6 accuracy)..... Does this mean that there is
> contamination across chunks???
(same distribution of accuracies) This might indicate peeking. (0.6 accuracy)
You still need to find p-value.
Rawi
----- Original Message ----
> From: Nynke van der Laan <nynkevanderlaan at gmail.com>
> To: pkg-exppsy-pymvpa at lists.alioth.debian.org
> Sent: Tue, March 1, 2011 3:03:38 PM
> Subject: [pymvpa] Update on: Suspicious results
>
> Hello all,
>
> thanks for all the very useful suggestions, it's nice to have so many
> people thinking with me!
> I have tried a few suggestions with for each returning the same
> results (approximately):
> - I have tried a linearNuSVMC, this gives approximately the same results.
> - I tried a Odd/even splitter instead of a NFold splitter --> approx
> the same results
> - Detrending the data --> approximately the same results.
> - I have randomized the labels of the two categories. This resulted in
> the same distribution of accuracies as with the correct labeling (peak
> of histogram at 0.6 accuracy)..... Does this mean that there is
> contamination across chunks???
>
> The design of the fMRI task is as follows: The task exists of 38
> trials = 38 chunks
> One trial consists of the following sequence of events:
> - 4 sec category 1
> - 2 sec fixationcross
> - 4 sec category 2
> - 2 sec fixationcross
> - 4 sec other event (of no importance)
> - random inter trial interval between 2 and 12 sec
>
> Thus total trial duration is between 18 and 28 seconds.
>
> So, in each trial/chunk both category events are presented once. The
> order of category 1/2 in the trial is randomized. So in some trials
> first 1, then 2 or viceversa. Onsets of events category 1 and 2 are
> thus 6 seconds apart, but order is randomized so I would not expect
> problems. Between chunks is also enough time I would expect...
>
> Indeed, I have used blockaveraging. For this the functional scans
> between (approx) 3.6 and 6 seconds after onset of the event are
> averaged. TR is 0.61 secs.
>
> Does anyone have any additional suggestions?
>
> Thanks in advance!
>
> Best regards,
> Nynke
>
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