Table 2.
Signal-to-signal analysis techniques and the general question each can address
Method | Question |
---|---|
Correlation | To what degree do the signals change together? |
Cross-Correlation | To what degree do the signals change together, when allowing for different temporal lags between them? |
Inter/Intra subject correlation | To what degree do the pupil traces across participants, or within a single participants’ repeated exposure to the same stimulus, change together? |
Reverse correlation | Which events lead to moments of change in pupillary activity? |
Regression | How well can we predict one signal given another? |
Dynamic time warping | How (dis)similar are the signals with respect to changes in amplitude, when allowing for warping in time? |
Inter-site phase clustering | How well are the signals aligned in phase, at specific frequencies, irrespective of power? |
Magnitude squared coherence | How well are the signals aligned in phase, at specific frequencies, when accounting for power? |
Detrended cross-correlation | Do the signals exhibit similar scale-free dynamics? |
Cross-recurrence quantification | Do subsections of the signals repeat in a coupled way? |