[FieldTrip] calculating behavioural-power correlation
Hwee Ling Lee
hweeling.lee at gmail.com
Tue Feb 17 11:34:48 CET 2015
Dear Arjen,
Thanks for the prompt reply again!
Just to ensure that I get this right, I should create a variable for the
behavioural measure such that the variable contains a powspctrm field with
the behavioural information for every frequency?
What I'm confused is that in the walkthrough website, under the subsection
on correlation, it is suggested to create the cfg.design with the
behavioural measure that one wants to correlate. So is this information in
the walkthrough website incorrect?
Cheers,
Hweeling
On 17 February 2015 at 11:23, Stolk, A. (Arjen) <a.stolk at donders.ru.nl>
wrote:
> Hey Hweeling,
>
> It seems you're only inserting one input variable into the statistics
> function, i.e. "[c200_delta_stat] = ft_freqstatistics(cfg,
> sub_LF_c200{:});"
>
> Could you try something along this line: ft_freqstatistics(cfg, freq1,
> freq2)
>
> where freq1 is the original freq data, and freq2 is a copy of freq but
> with the relevant values (say, in powspctrm) replaced with behavior values
> (ensure this behavior matrix is matched in terms of size and dimensions to
> the original freq values).
>
> Hope this helps,
> Arjen
>
> --
> Donders Institute for Brain, Cognition and Behaviour
> Centre for Cognitive Neuroimaging
> Radboud University Nijmegen
>
> Email: a.stolk at donders.ru.nl
> <https://mail.ru.nl/owa/redir.aspx?C=aE7VYn0S90OKCrgPeLfE1S7ZybNAtNEIa36fR052GideznKNfSHe2KSW6d9DoW6tEIOMlaBdT-s.&URL=mailto%3aa.stolk%40donders.ru.nl>
> Phone: +31(0)243 68294
> Web: www.arjenstolk.nl
> <https://mail.ru.nl/owa/redir.aspx?C=aE7VYn0S90OKCrgPeLfE1S7ZybNAtNEIa36fR052GideznKNfSHe2KSW6d9DoW6tEIOMlaBdT-s.&URL=http%3a%2f%2fwww.arjenstolk.nl>
> ------------------------------
> *From:* Hwee Ling Lee [hweeling.lee at gmail.com]
> *Sent:* Tuesday, February 17, 2015 10:33 AM
> *To:* Stolk, A. (Arjen)
> *Cc:* FieldTrip discussion list
> *Subject:* Re: [FieldTrip] calculating behavioural-power correlation
>
> Dear Arjen,
>
> Thanks for the prompt reply. I keep getting an error message when I set
> up my correlation cluster statistics, and I'm not sure what I could have
> done wrong. Here's my script:
>
> cfg = [];
> cfg.layout = 'EEG1010.lay';
> cfg.neighbours = neighbours;
> cfg.channel = 'all';
> cfg.latency = 'all';
> cfg.avgovertime = 'no';
> cfg.avgoverchan = 'no';
> cfg.avgoverfreq = 'yes';
> cfg.parameter = 'powspctrm';
> cfg.method = 'montecarlo';
> cfg.statistic = 'ft_statfun_correlationT';
> cfg.correctm = 'cluster';
> cfg.clusteralpha = 0.05;
> cfg.clusterstatistics = 'maxsum';
> cfg.minnbchan = 2;
> cfg.tail = 0;
> cfg.clustertail = 0;
> cfg.alpha = 0.025;
> cfg.numrandomization = 1000;
> cfg.ivar = 1;
> cfg.uvar = 1;
>
> % design matrices
> clear design;
> % change in MMSE score relative to baseline
> design(1,:) = [0.095238095 -0.045454545 -0.533333333 0.238095238
> -0.157894737 0.117647059];
> design(2,:) = 1:6;
> cfg.design = design;
>
> % for delta band
> cfg.frequency = [2 4];
> [c200_delta_stat] = ft_freqstatistics(cfg, sub_LF_c200{:});
> [c210_delta_stat] = ft_freqstatistics(cfg, sub_HF_c210{:});
>
> Here's the output from Matlab:
>
> computing statistic over the frequency range [2.000 4.000]
> the call to "ft_appendfreq" took 0 seconds
> the call to "ft_selectdata" took 0 seconds
> using "ft_statistics_montecarlo" for the statistical testing
> using "ft_statfun_correlationT" for the single-sample statistics
> constructing randomized design
> total number of measurements = 6
> total number of variables = 2
> number of independent variables = 1
> number of unit variables = 1
> number of within-cell variables = 0
> number of control variables = 0
> using a permutation resampling approach
> repeated measurement in variable 1 over 6 levels
> number of repeated measurements in each level is 1 1 1 1 1 1
> computing a parametric threshold for clustering
> Error using ft_statfun_correlationT (line 90)
> Invalid specification of the design array.
> Error using ft_statistics_montecarlo (line 254)
> could not determine the parametric critical value
> for clustering
>
> Error in ft_freqstatistics (line 319)
> [stat, cfg] = statmethod(cfg, dat, cfg.design);
>
> Would you please tell what I have done wrong in this case?
>
> Thanks!
>
> Cheers,
> Hweeling
>
>
> On 17 February 2015 at 10:18, Stolk, A. (Arjen) <a.stolk at donders.ru.nl>
> wrote:
>
>> Hi Hweeling,
>>
>> Have a look at the help of ft_statfun_correlationT, which might be the
>> function you're looking for. This function calculates correlations between
>> two variables (e.g. subjects' behaviors and brain activities) and converts
>> the resulting correlation coefficients to t-statistics.
>>
>> Best,
>> arjen
>>
>> --
>> Donders Institute for Brain, Cognition and Behaviour
>> Centre for Cognitive Neuroimaging
>> Radboud University Nijmegen
>>
>> Email: a.stolk at donders.ru.nl
>> <https://mail.ru.nl/owa/redir.aspx?C=aE7VYn0S90OKCrgPeLfE1S7ZybNAtNEIa36fR052GideznKNfSHe2KSW6d9DoW6tEIOMlaBdT-s.&URL=mailto%3aa.stolk%40donders.ru.nl>
>> Phone: +31(0)243 68294
>> Web: www.arjenstolk.nl
>> <https://mail.ru.nl/owa/redir.aspx?C=aE7VYn0S90OKCrgPeLfE1S7ZybNAtNEIa36fR052GideznKNfSHe2KSW6d9DoW6tEIOMlaBdT-s.&URL=http%3a%2f%2fwww.arjenstolk.nl>
>> ------------------------------
>> *From:* fieldtrip-bounces at science.ru.nl [fieldtrip-bounces at science.ru.nl]
>> on behalf of Hwee Ling Lee [hweeling.lee at gmail.com]
>> *Sent:* Tuesday, February 17, 2015 10:06 AM
>> *To:* FieldTrip discussion list
>> *Subject:* [FieldTrip] calculating behavioural-power correlation
>>
>>
>> Dear all,
>>
>> I read on the "walkthrough" that it is possible to calculate
>> behavioural-power correlation across subjects. However, I was not sure what
>> type of descriptive statistics (i.e. cfg.statistics) I should use when
>> performing correlation cluster statistics.
>>
>> Would someone please enlighten me which type of statistics I should
>> input for cfg.statistics?
>>
>> Thanks!
>>
>> Best regards,
>> Hweeling
>>
>>
>
>
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