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ZENODO
Dataset . 2021
License: CC BY
Data sources: Datacite
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ZENODO
Dataset . 2021
License: CC BY
Data sources: ZENODO
image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
ZENODO
Dataset . 2021
License: CC BY
Data sources: Datacite
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Z'/QCD Jets for Mass Generalisation

Authors: Dolan, Matthew J.; Ore, Ayodele;

Z'/QCD Jets for Mass Generalisation

Abstract

A collection of 10 Z'/QCD jet datasets used in Meta-learning and data augmentation for mass-generalised jet taggers. Each dataset contains 500K Z' jets and 500K QCD jets. Simulation Events are simulated with MadGraph5 2.8.0, showered in Pythia 8.244, then passed to Delphes 3.4.2 with the default CMS card. For the signal, we use a simple Z' model from FeynRules. In each event, the leading \(R=1\) anti-kt jet is selected. Cuts Parton-level cuts of \(|\eta_J|, |\eta_{Z'}|<2.0\) and \(\not\!\!E_T>1.2\) TeV are applied in MadGraph. Cuts of \(|m_J-m_{Z'}|<m_{Z'}/4\) and \(p_{T}>1.2\) TeV are applied after detector simulation. Preprocessing Jets are preprocessed by first translating all constituents in the rapidity-azimuth plane such that the leading constituent lies at the origin. A rotation is then applied to position the centre of momentum below the origin. Format Each jet is stored as a list of constituent information in the format \((p_T/p_{T,J}, \eta', \phi', g(\texttt{pdg_id}))\) where \(\eta'\) and \(\phi'\) respectively denote pseudorapidity and azimuthal angle coordinates after the mentioned transformations and \(g\) maps Particle Data Group Monte Carlo identifiers to small floats. Specifically: Particle \(\gamma\) \(e^+\) \(e^-\) \(\mu^+\) \(\mu^-\) Neutral Hadron \(\pi^-\) \(\pi^+\) \(K^-\) \(K^+\) \(\bar{p}\) \(p\) pdg_id 22 -11 11 -13 13 0 -211 211 -321 321 -2212 2212 g( pdg_id ) 0.05 0.15 0.25 0.35 0.45 0.55 0.65 0.75 0.85 0.95 1.05 1.15 The arrays are serialised and saved in TFRecord format allowing for efficient interfacing with Tensorflow. To avoid memory issues associated with loading a large number of datasets, each dataset is split into 100 shards.

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Keywords

quark, jet, gluon, boson, qcd

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
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