publication . Other literature type . Preprint . 2020

Finding Wombling Boundaries in LHC Data with Voronoi and Delaunay Tessellations

Matchev, Konstantin T.; Roman, Alexander; Shyamsundar, Prasanth;
Open Access English
  • Published: 08 Jun 2020
Abstract
Comment: 49 pages, 71 figures
Subjects
free text keywords: physics.data-an, Other Fields of Physics, physics.comp-ph, hep-ex, Particle Physics - Experiment, hep-ph, Particle Physics - Phenomenology, High Energy Physics - Phenomenology, High Energy Physics - Experiment, Physics - Computational Physics, Physics - Data Analysis, Statistics and Probability
23 references, page 1 of 2

[1] E. M. Metodiev, B. Nachman and J. Thaler, “Classification without labels: Learning from mixed samples in high energy physics,” JHEP 1710, 174 (2017) [arXiv:1708.02949 [hep-ph]]. [OpenAIRE]

[2] J. A. Aguilar-Saavedra, J. H. Collins and R. K. Mishra, “A generic anti-QCD jet tagger,” JHEP 1711, 163 (2017) [arXiv:1709.01087 [hep-ph]].

[3] J. H. Collins, K. Howe and B. Nachman, “Anomaly Detection for Resonant New Physics with Machine Learning,” Phys. Rev. Lett. 121, no. 24, 241803 (2018) [arXiv:1805.02664 [hep-ph]].

[4] A. De Simone and T. Jacques, “Guiding New Physics Searches with Unsupervised Learning,” Eur. Phys. J. C 79, no. 4, 289 (2019) [arXiv:1807.06038 [hep-ph]].

[5] J. Hajer, Y. Y. Li, T. Liu and H. Wang, “Novelty Detection Meets Collider Physics,” arXiv:1807.10261 [hep-ph].

[6] T. Heimel, G. Kasieczka, T. Plehn and J. M. Thompson, “QCD or What?,” SciPost Phys. 6, no. 3, 030 (2019) [arXiv:1808.08979 [hep-ph]].

[7] M. Farina, Y. Nakai and D. Shih, “Searching for New Physics with Deep Autoencoders,” arXiv:1808.08992 [hep-ph].

[16] D. Debnath, J. S. Gainer, D. Kim and K. T. Matchev, “Edge Detecting New Physics the Voronoi Way,” EPL 114, no.4, 41001 (2016) [arXiv:1506.04141 [hep-ph]].

[17] D. Debnath, J. S. Gainer, D. Kim and K. T. Matchev, “Discovering New Physics with Voronoi Tessellations,” [arXiv:1511.02724 [hep-ph]].

[18] I. Kim, “Algebraic Singularity Method for Mass Measurement with Missing Energy,” Phys. Rev. Lett. 104, 081601 (2010) [arXiv:0910.1149 [hep-ph]]. LaTeX (US)

[19] A. Rujula and A. Galindo, “Measuring the W-Boson mass at a hadron collider: a study of phase-space singularity methods,” JHEP 08, 023 (2011) [arXiv:1106.0396 [hep-ph]].

[20] A. De Rujula and A. Galindo, “Singular ways to search for the Higgs boson,” JHEP 06, 091 (2012) [arXiv:1202.2552 [hep-ph]]. [OpenAIRE]

[21] P. Agrawal, C. Kilic, C. White and J. Yu, “Improved Mass Measurement Using the Boundary of Many-Body Phase Space,” Phys. Rev. D 89, no.1, 015021 (2014) [arXiv:1308.6560 [hep-ph]]. LaTeX (US)

[22] D. Debnath, J. S. Gainer, C. Kilic, D. Kim, K. T. Matchev and Y. Yang, “Identifying Phase Space Boundaries with Voronoi Tessellations,” Eur. Phys. J. C 76, no.11, 645 (2016) [arXiv:1606.02721 [hep-ph]].

[23] D. Debnath, J. S. Gainer, C. Kilic, D. Kim, K. T. Matchev and Y. Yang, “Detecting kinematic boundary surfaces in phase space: particle mass measurements in SUSY-like events,” JHEP 06, 092 (2017) [arXiv:1611.04487 [hep-ph]].

23 references, page 1 of 2
Any information missing or wrong?Report an Issue