6–9 Nov 2023
ECAP (Erlangen Centre for Astroparticle Physics)
Europe/Zurich timezone

Efficient computation of higher-order cumulants with Julia

8 Nov 2023, 09:45
15m
ECAP (Erlangen Centre for Astroparticle Physics)

ECAP (Erlangen Centre for Astroparticle Physics)

Nikolaus-Fiebiger-Straße 2 91058 Erlangen Germany
Light talk - 10min

Speaker

Piotr Kalaczyński (AstroCeNT)

Description

Swift computation of cumulants is of importance in a number of fields, including HEP. There have been a number of implementations in other programming languages, however they have proven to be slow and limited only to low-order cumulants, while e.g., application in QCD measurements may require computation up to eighth-order. This challenge has been overcome by introducing a series of Julia libraries: Cumulants.jl, CumulantsFeature.jl, and CumulantsUpdates.jl, which allow calculation of multidimensional cumulants of an arbitrary order. Moreover, the libraries offer supreme computational speed, outrunning the analogous implementation in R by up to 2 orders in magnitude.

Authors

Dr Krzysztof Domino (IITIS) Dr Piotr Gawron (AstroCeNT) Dr Łukasz Pawela (IITIS)

Presentation materials