Aspects of Spatially-Correlated Random Fields: Extreme-Value Statistics and Clustering Properties
Ka Hei Choi, James Creswell, Florian Kuhnel, Dominik J. Schwarz

TL;DR
This paper investigates the impact of spatial correlations on extreme events in random fields, with applications to primordial black hole formation, revealing how clustering and non-sphericity influence black hole properties.
Contribution
It provides new insights into how spatial correlations affect extreme-value statistics and clustering in random fields, with implications for cosmology and black hole formation.
Findings
Large-scale simulations of exponential random fields beyond 7.5-sigma events.
Clustering and non-sphericity significantly alter black hole mass spectrum.
Mutual threshold-lowering impacts initial black hole spin distribution.
Abstract
Rare events of large-scale spatially-correlated exponential random fields are studied. The influence of spatial correlations on clustering and non-sphericity is investigated. The size of the performed simulations permits to study beyond--sigma events ( in ). As an application, this allows to resolve individual Hubble patches which fulfill the condition for primordial black hole formation. It is argued that their mass spectrum is drastically altered due to co-collapse of clustered overdensities as well as the mutual threshold-lowering through the latter. Furthermore, the corresponding non-sphericities imply possibly large changes in the initial black hole spin distribution.
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Taxonomy
TopicsSoil Geostatistics and Mapping · Bayesian Methods and Mixture Models
