[FieldTrip] Question about coherence statistics
Snijders, T.M. (Tineke)
tineke.snijders at donders.ru.nl
Thu Mar 31 13:47:19 CEST 2016
Hi Laetitia,
If you only have one subject you do need individual trial data, otherwise you can't do statistics like this.
You need multiple observations (either subjects or trials).
Best,
Tineke
________________________________
From: fieldtrip-bounces at science.ru.nl [fieldtrip-bounces at science.ru.nl] on behalf of laetitia.lalla at inserm.fr [laetitia.lalla at inserm.fr]
Sent: Thursday, March 31, 2016 1:11 PM
To: fieldtrip at science.ru.nl
Subject: [FieldTrip] Question about coherence statistics
Dear FielTrip community,
Sorry to bother you again...
I have a question about the statistical testing to assess coherence differences and the related paper by E Maris, JM Schoffelen and P Fries (Journal of Neuroscience Methods, 2007)
I believe I am exactly in the framework described in this paper, but I guess there is still some crucial information that I don't understand...
This is my story :
- It's a single-subject study
- I want to compare two sets of trials observed in different conditions.
- The 2 sets of trials are exactly the same size, so my coherence estimate won't be biased by the “unequal sample size problem”.
- I just want to compare for 1 channel pair, for 1 frequency bin [6Hz 10Hz], so I guess the Multiple Comparison problem won't affect my analysis too much (either in the spatial or the spectral dimension).
Based on the paper, I could refer myself to the point “2.7.1. A non parametric satistical test for a single signal pair and a single frequency bin”.
- Since my interest is in the coherence difference for a single signal pair, I can choose [|C1(f)|-|C2(f)|] as a test statistic.
- And I can perform the montecarlo simulation.
My question is the following : How can I implement the nonparametric test of the coherence difference between my 2 conditions with the fieldtrip functions ?
This is what I did :
1) Extract and preprocess the signal from my condition 1.
2) freq1= ft_freqanalysis(cfg, signal1) (with cfg.method='mtmfft', cfg.output='powandcsd') →
3) coh1= ft_connectivityanalysis(cfg, freq1)
I did the same thing for the other condition → coh2.
And then for the statistics :
cfg = [];
cfg.statistic = 'diff'; (% because the statistic test than I chose is the difference [|C1(f)|-|C2(f)|])
cfg.parameter='cohspctrm';
cfg.method = 'montecarlo';
cfg.numrandomization = 1000;
cfg.ivar = 1;
cfg.alpha=0.05;
cfg.tail=0;
cfg.correcttail='alpha';
stat=ft_freqstatistics(cfg, coh1, coh2);
And it gives me the following error :
Error using ft_checkconfig (line 153)
The field cfg.design is required.
Here, I really don't understand why I'm asked for the design matrix... When doing the statistics for the Power, I understood that the design matrix was telling which trial belonged to the condition 1 and which trial belonged to the condition 2. But here, it doesn't make any sense because my coherence was calculated by averaging on the trials...
Does the design matrix mean something differently here ? Or maybe I forgot one parameter to put in the cfg ?
Any help will be appreciated !
Thanks a lot for your time,
Laetitia Lalla
PhD student in Neurosciences
INMED, Marseille, France
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