[FieldTrip] Diagonal elements in MVAR connectivity
Lasha Ephremidze
le23 at nyu.edu
Thu Dec 8 16:49:33 CET 2022
Hi,
Diagonal entries need not be zeros in MVAR, there might be nonzero
autoregressive coefficients.
Best regards,
Lasha Ephremidze
On Thu, Dec 8, 2022 at 7:28 PM Ioana Susnoschi-Luca (PGR) via fieldtrip <
fieldtrip at science.ru.nl> wrote:
> Hello!
>
> I am working on effective connectivity analysis with DTF and I am confused
> about the main diagonal elements - I expected my resulting DTF spectrum to
> have zero on the main diagonal, but this is not the case. Does it output
> the power spectrum of the fitted MVAR model instead?
>
> I would appreciate any insight into why this happens/if my thinking is
> correct. I reproduced my analysis steps (pretty much the same as FT
> connectivity tutorials) and rationale for diagonal values.
>
> Intuitively, DTF calculates the ratio between inflows from channel j -> i,
> and all inflows to i, hence I expected i->i to be zero. It uses the
> transfer matrix output from mvar frequency analysis, but the transf matrix
> i to i looks like the MVAR model's autospectrum for channel i, so I
> supposed the diagonal is a ratio between autospectra and sum of inflows to
> each channel.
>
> Thank you,
> Ina
>
> %% CODE
>
> % fit MVAR
> cfg = [];
> cfg.order = 19;
> cfg.method = 'bsmart';
> cfg.demean = 'yes';
> cfg.zscore = 'yes';
> mvar_data = ft_mvaranalysis(cfg, source_ts);
>
> % frequency analysis MVAR
> cfg = [];
> cfg.method = 'mvar';
> mfreq = ft_freqanalysis(cfg, mvar_data);
>
> % DTF spectrum
> cfg = [];
> cfg.method = 'dtf';
> dtf = ft_connectivityanalysis(cfg, mfreq);
>
> dtfPre_dir = dtf.dtfspctrm;
>
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