Better jet clustering algorithms

YL Dokshitzer, GD Leder, S Moretti… - Journal of High Energy …, 1997 - iopscience.iop.org
… ⊥-clustering jet algorithm which preserve the advantages of the original Durham algorithm
while reducing non-perturbative corrections and providing better resolution of jet substructure…

The anti-kt jet clustering algorithm

M Cacciari, GP Salam, G Soyez - Journal of High Energy Physics, 2008 - iopscience.iop.org
… are paired according to the combination that better reproduces the W masses; finally, the
Wand b-jets are recombined to minimise the mass-difference between the two t-…

A new jet algorithm based on the k-means clustering for the reconstruction of heavy states from jets

S Chekanov - The European Physical Journal C-Particles and Fields, 2006 - Springer
… It can be seen that the k-means algorithm leads to a better mass resolution (width) than the
… A new jet clustering algorithm for the reconstruction of the invariant masses of heavy states …

Searches for new particles using cone and cluster jet algorithms: a comparative study

MH Seymour - Zeitschrift für Physik C Particles and Fields, 1994 - Springer
… b-jets in the final state. We show that the cluster algorithm has a slight advantage over the
cone … We find that all the calorimeter-level algorithms are significantly better than their particle-…

The Georgi algorithms of jet clustering

SF Ge - Journal of High Energy Physics, 2015 - Springer
… Abstract: We reveal the direct link between the jet clustering algorithms recently proposed
by Howard Georgi and parton shower kinematics, providing firm foundation from the …

New jet cluster algorithms: Next-to-leading order QCD and hadronization corrections

S Bethke, Z Kunszt, DE Soper, WJ Stirling - Nuclear Physics B, 1992 - Elsevier
… Our motivation was to focus on those algorithms which appear to have a better soft gluon
behaviour, which affects the summation of small-y logarithms. We studied the size of the next-to-…

Quantum algorithms for jet clustering

AY Wei, P Naik, AW Harrow, J Thaler - Physical Review D, 2020 - APS
… of using quantum computers to speed up jet clustering algorithms. Focusing on the case of
… Of course, no matter the degree of structure, we can never do better than the OðNÞ cost to …

Spectral clustering for jet physics

G Cerro, S Dasmahapatra, HA Day-Hall, B Ford… - Journal of High Energy …, 2022 - Springer
… For each configuration of the clustering algorithm we expect an IR safe algorithm to present
… Recall that, in figure 8, it was seen that spectral clustering achieved better multiplicity than …

A digital quantum algorithm for jet clustering in high-energy physics

D Pires, P Bargassa, J Seixas, Y Omar - arXiv preprint arXiv:2101.05618, 2021 - arxiv.org
… In order to construct our digital quantum jet clustering algorithm based on quantum k-means…
majority of events, thus scaling better than its kt algorithm benchmark. It is nevertheless clear …

[HTML][HTML] JET: Fast estimation of hierarchical time series clustering

P Wenig, M Höfgen, T Papenbrock - Engineering Proceedings, 2024 - mdpi.com
JET, an unsupervised, highly efficient clustering algorithm for … very fast conventional clustering
algorithm to obtain effective … similar K-Medoids algorithms perform much better here. The …