LSSTDESC / DifferentiableHOS

Project to study higher order weak lensing statistics using differentiable simulations.
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Preliminary results #24

Open dlanzieri opened 2 years ago

dlanzieri commented 2 years ago

This issue is to track and discuss the preliminary results of our Fisher analysis. In this notebook I started to compute the Fisher matrix and the Fisher contours by using different combinations of Wavelet scales. This is an example of how a filter map looks like for the chosen scales: image Following, the Fisher constraints from the multiscale peak counts compared to constraints from the multiscale power spectrum: image. N.B the Red is the power spectrum and the purple is the peak counts. I also had a look at the contribution of the peak counts for a single Starlet scale. The following results correspond to the peak counts computed on a map filtered with a single Starlet scale (images-like the ones shown above) compared to multiscale power spectrum.

  1. image

  2. image

  3. image N.B the Red is the power spectrum and the blue is the peak counts.

@EiffL Can you have a look at these results?

EiffL commented 2 years ago

Ah, nice :-) Two comments:

fig = c.plotter.plot(figsize="column", truth=fid_params)



And one question:
- What are your questions on these plots? We designed the experiment to access exactly the same scales, what are you unsure about?