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Deterministic Annealing as a jet clustering algorithm in hadronic collisions

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abstract

We show that a general purpose clusterization algorithm, Deterministic Annealing, can be adapted to the problem of jet identification in particle production by high energy collisions. In particular we consider the problem of jet searching in events generated at hadronic colliders. Deterministic Annealing is able to reproduce the results obtained by traditional jet algorithms and to exhibit a higher degree of flexibility.

fields

hep-ph 1

years

2019 1

verdicts

ACCEPT 1

representative citing papers

Quantum Algorithms for Jet Clustering

hep-ph · 2019-08-23 · accept · novelty 7.0

Thrust can be computed in O(N^2) time with a Grover-based quantum algorithm under a sequential data-loading model, and in O(N^2 log N) time classically with sorting, but the quantum advantage is only formal for very restrictive memory models.

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  • Quantum Algorithms for Jet Clustering hep-ph · 2019-08-23 · accept · none · ref 53 · internal anchor

    Thrust can be computed in O(N^2) time with a Grover-based quantum algorithm under a sequential data-loading model, and in O(N^2 log N) time classically with sorting, but the quantum advantage is only formal for very restrictive memory models.