English

Classify the Higgs decays with the PFN and ParticleNet at electron-positron colliders

High Energy Physics - Experiment 2022-11-23 v3 Data Analysis, Statistics and Probability

Abstract

Various Higgs factories are proposed to study the Higgs boson precisely and systematically in a model-independent way. In this study, the Particle Flow Network and ParticleNet techniques are used to classify the Higgs decays into multi-categories and the ultimate goal is to realize an "end-to-end" analysis. A Monte Carlo simulation study is performed to demonstrate the feasibility, and the performance looks rather promising. This result could be the basis of a "one-shop" analysis to measure all the branching fractions of the Higgs decays simultaneously.

Keywords

Cite

@article{arxiv.2105.14997,
  title  = {Classify the Higgs decays with the PFN and ParticleNet at electron-positron colliders},
  author = {Gang LI and Libo Liao and Xinchou Lou and Peixun Shen and Weimin Song and Shudong Wang and Zhaoling Zhang},
  journal= {arXiv preprint arXiv:2105.14997},
  year   = {2022}
}

Comments

10 pages, 9 figures