We utilize the probability distribution function (PDF) of normalized convergence maps reconstructed from the Subaru Hyper Suprime-Cam (HSC) Y1 shear catalogue, in combination with the power spectrum, to measure the matter clustering amplitude S8=σ8Ωm/0.3. The large-scale structure's statistical properties are incompletely described by the traditional two-point statistics, motivating our investigation of the PDF -- a complementary higher-order statistic. By defining the PDF over the standard deviation-normalized convergence map we are able to isolate the non-Gaussian information. We use tailored simulations to compress the data vector and construct a likelihood approximation. We mitigate the impact of survey and astrophysical systematics with cuts on smoothing scales, redshift bins, and data vectors. We find S8=0.860−0.109+0.066 from the PDF alone and S8=0.798−0.042+0.029 from the combination of PDF and power spectrum (68% CL). The PDF improves the power spectrum-only constraint by about 10%.
@article{arxiv.2304.05928,
title = {Cosmological constraints from HSC Y1 lensing convergence PDF},
author = {Leander Thiele and Gabriela A. Marques and Jia Liu and Masato Shirasaki},
journal= {arXiv preprint arXiv:2304.05928},
year = {2023}
}