April 21, 2019 - The origin of the excess kurtosis

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I have looked into why the filtered kurtosis values of the Gaussianized CIB map start to rise at an ell of around 4000, away from 0. I ran the top-hat filters through maps of NSIDE = 1024, 2048, and 4096. I also tried smoothing out the edges of the top-hat filters for NSIDE = 2048.

1. NSIDE effect

i) NSIDE = 1024

Gauss top 1024.png

ii) NSIDE = 2048

Total gauss.png

iii) NSIDE = 4096

Gauss top 4096 edge.png

It seems almost certain that the excess kurtosis is an NSIDE artefact, as the rise starts at roughly ell = 2/3*l_max for each case and the amount of increase is essentially the same as well.

2. Top-hat filters edge effect

- how the edge-smoothed filters look for NSIDE = 2048 (used a cosine function)

Top sup.png

i) sharp edges

Total gauss.png

ii) smooth edges

Gauss top 2048 edge.png

The edges of the top-hat filters don't seem to affect results much; I could try defining filters with an exponential function rather than a cosine function so that F_l decreases more dramatically near the edges, but I don't expect a lot of difference.

Conclusion

It seems that I should use NSIDE = 4096 maps for the kurtosis at least.