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Spectrum shape #111

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alexgenin opened this issue Feb 22, 2023 · 3 comments
Open

Spectrum shape #111

alexgenin opened this issue Feb 22, 2023 · 3 comments
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new_indicator New possible indicators to implement

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@alexgenin
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(Sankaran et al. 2019) show that at a shift, we expect the spectrum of a landscape to be close to a power-law. This is interesting as it provides an expectation on when the shift should occur (which is something e.g. generic ews do not do). Measuring some kind of "power-law"ness of the spectrum could be an interesting way to measure distance to a shift.

Sankaran, Sumithra, Sabiha Majumder, Ashwin Viswanathan, and Vishwesha Guttal. 2019. “Clustering and Correlations: Inferring Resilience from Spatial Patterns in Ecosystems.” Edited by Hao Ye. Methods in Ecology and Evolution 10 (12): 2079–89. https://doi.org/10.1111/2041-210X.13304.

@alexgenin alexgenin added indicator function new_indicator New possible indicators to implement and removed indicator function labels Feb 22, 2023
@guttal
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guttal commented Mar 7, 2023

Hi Alex, Are you planning to implement this? That would be cool!

@alexgenin
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Hi Vishu, yes that'd be a nice addition ! It has been a while since I looked at it, but I think there are very nice resources in the supplementary of that paper. The tricky bit I suppose is how to define the "power-law"ness of the spectrum.

As always, a set of example results to test the R code on, or already-existing code, even non-R always helps tremendously.

@guttal
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guttal commented Mar 15, 2023

Hi Alex, I will try to get you some example codes. They are there in the SM of the paper but I will go through them and get back to you (need some time!).

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