[FieldTrip] Problems with Parametric T-test Statistics of a single subject
Resfita.Nova at mh-hannover.de
Resfita.Nova at mh-hannover.de
Thu Aug 31 15:06:19 CEST 2023
Dear FieldTrip Community,
My name is Nova and I am new to FieldTrip. I am currently working on the parametric statistics of the ERP data (obtained from 32 electrodes) but I face some problems. I have tried googling and reading the tutorials and posts on mailing lists, but I still can't solve the problems. Could you please assist me in finding the solutions?
Here are the problems:
I would like to perform the parametric statistics on the ERP data, I have 2 sets of data called dataresponse and databaseline (each has 270 trials, with dimensions 270x32x584 double). I calculated the ERPs of each dataset by averaging the signals over the number of trials. I would like to compare both data of one subject on the channel level. On the tutorial website, it was on the group level. I tried to adjust my codes for the cfg.design, but I still can't find the solutions.
In order to calculate the statistics on channel electrode 10, I used the ttest2 function on MATLAB with this script:
[h,p] = ttest2(avgdataresponse.avg(10,:), avgdatabaseline.avg(10,:),'alpha',0.05);
%avgdataresponse and avgdatabaseline are the average over trials,
then I obtained the h=1, p= 1.323e-04.
However, when I tried with Fieldtrip function, I obtained different numbers.
1) When using the "ft_statfun_indepsamplesT" function with this script, I obtained NaN for stat, critval, and prob. Does it have to do with the cfg.design? What is the correct cfg.design for the parametric T-test on a channel level for a single subject?
cfg = [];
cfg.channel = 'Audio10';
cfg.latency = [0.017 0.6];
cfg.avgovertime = 'yes';
cfg.parameter = 'avg';
cfg.method = 'analytic';
cfg.statistic = 'ft_statfun_indepsamplesT';
cfg.alpha = 0.05;
cfg.correctm = 'no';
n_dataresponse = size(dataresponse.trial, 1); %number of trials in data response (since the number of trials is the same as that of databaseline, I use one of them)
cfg.design(1,1:2*n_dataresponse) = [ones(1,n_databaseline), ones(1,n_dataresponse)*2];
cfg.design(2,1:2*n_dataresponse) = [1:n_dataresponse 1:n_dataresponse];
cfg.ivar = 1;
stat = ft_timelockstatistics(cfg, avgdataresponse, avgdatabaseline);
2. When I change the parameter: cfg.parameter = 'trial' and stat = ft_timelockstatistics(cfg, dataresponse, databaseline);
I obtained the p-value = 0.040. Is this p-value correct? or is it still wrong because of my cfg.design?
3. I tried also with "ft_statfun_depsamplesT" with the same configuration as no.1 and added the cfg.uvar =2, I obtained errors:
Error using ft_statfun_depsamplesT (line 78)
Invalid specification of the design array.
Error in ft_statistics_analytic (line 94)
[stat, cfg] = statfun(cfg, dat, design);
Error in ft_timelockstatistics (line 185)
[stat, cfg] = statmethod(cfg, dat, design);
Is there a significant design array for a particular parametric T-test? What is the specification of the design array for independent and dependent T-test? (I tried searching about it but I couldn't find the answers.)
4. When I still use "ft_statfun_depsamplesT" but changing cfg.parameter = 'trial' and stat = ft_timelockstatistics(cfg, dataresponse, databaseline); I acquired the p value = 0.0989.
Why is the p-value still different than the one obtained from the ttest2 function? What should I change in order to obtain a similar value as what is acquired on the ttest2 Matlab function? Based on the tutorial, the p-value should be the same.
I would really appreciate any help and advice on these problems.
Thank you very much and have a great day.
Best regards,
Nova Resfita
Nova Resfita, M.Sc.
PhD student
Medizinische Hochschule Hannover
Institut für AudioNeuroTechnologie (VIANNA)
OE 8891, M20, Ebene 01, Raum 2220
Stadtfelddamm 34
30625 Hannover
Tel.: +49 511 532-7270
Email: Resfita.Nova at mh-hannover.de<mailto:Sollmann.Lea at mh-hannover.de>
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