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Exploring phase space with Nested Sampling

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arxiv 2205.02030 v2 pith:MELQYKPT submitted 2022-05-04 hep-ph hep-ex

classification hep-phhep-ex
keywords samplingnestedalgorithmeventsfirstgluonphaseprior
verification ladder T0 review T1 audit T2 compute T3 formal
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We present the first application of a Nested Sampling algorithm to explore the high-dimensional phase space of particle collision events. We describe the adaptation of the algorithm, designed to perform Bayesian inference computations, to the integration of partonic scattering cross sections and the generation of individual events distributed according to the corresponding squared matrix element. As a first concrete example we consider gluon scattering processes into 3-, 4- and 5-gluon final states and compare the performance with established sampling techniques. Starting from a flat prior distribution Nested Sampling outperforms the Vegas algorithm and achieves results comparable to a dedicated multi-channel importance sampler. We outline possible approaches to combine Nested Sampling with non-flat prior distributions to further reduce the variance of integral estimates and to increase unweighting efficiencies.

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Cited by 1 Pith paper

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  1. Phase space sampling with Markov Chain Monte Carlo methods

    hep-ph 2024-12 conditional novelty 5.0 of 10

    MCMC via BAT.jl reproduces Sherpa's Z+3 jets distributions for two observables, but full 13-dimensional phase space validation is missing.

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