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JRP between binary and continuous time series

PostPosted: Fri Dec 5, 2014 16:37
by David
Hi at all,

I started to experiment with the crp toolbox (thanks for this nice toolbox btw) and want to apply RP to the analysis of fMRI data.

I have two time series. The first consists of 1's and 0's and represents a stimulus on/offset and the second is a continuous time series consisting of fMRI data. Since those two time series can not be considered part of the same system, JRP should be the choice here I figured. I attached a picture of my JRP for which I used fan at 0.1.

I'm a little bit confused about how to interpret the bottom part (<50) where there seems to be a higher amount of recurrence points.

More over, I'm not sure if it is even possible to JRP those two time series, since one of them is binary. Has anyone done something like this before and is it a valid approach?

I appreciate any helpful commments and opinions on this matter :)

David

Re: JRP between binary and continuous time series

PostPosted: Thu Dec 11, 2014 07:01
by Norbert
Hi David,

thanks for this interesting example that is a quite challenging one, in my opinion.

First, you are right to try to use the JRP. However, in my opinion the binary data requires an alternative recurrence criterion. As a start, you can try to do it as you started. The dense region at the bottom comes from your recurrence criterion (FAN). You can use the criterion to fix the RR (option RR in the GUI) that is an alternative to FAN but ensures the symmetric plot.

As a next step I suggest to implement a similarity measure that can work with spike trains, i.e., point process based RP or event synchronization (BTW, I suggest to calculate the JRP by not using the function jrp but by simply multiplying the RPs):
  • S. Suzuki, Y. Hirata, K. Aihara: Definition of distance for marked point process data and its application to recurrence plot-based analysis of exchange tick data of foreign currencies, International Journal of Bifurcation and Chaos, 20(11), 3699-3708p. (2010).
  • R. Quian Quiroga, T. Kreuz, P. Grassberger: Event synchronization: A simple and fast method to measure synchronicity and time delay patterns, Physical Review E, 66, 041904p. (2002).
I hope it helps.
Norbert

Re: JRP between binary and continuous time series

PostPosted: Mon Jun 22, 2015 15:39
by David
Thank you Norbert :). Did not look into this matter any further, but as soon as I do, I will post an update into this thread.