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CERN Accelerating science

Article
Title Better Higgs Measurements through Information Geometry
Author(s) Brehmer, Johann (New York U., CCPP) ; Cranmer, Kyle (New York U., CCPP) ; Kling, Felix (UC, Irvine) ; Tait, Tim M P (UC, Irvine) ; Plehn, Tilman (Heidelberg U.)
Publication 2018
Number of pages 4
In: 53rd Rencontres de Moriond on QCD and High Energy Interactions, La Thuile, Italy, 17 - 24 Mar 2018, pp.15-18
Subject category Particle Physics - Experiment
Accelerator/Facility, Experiment CERN LHC
Abstract Measuring the properties of the Higgs boson is one of the most important missions for Run 2 of the LHC. These measurements can be understood and optimized with intuitive and powerful tools from information geometry. The central object is the Fisher information matrix. It allows us to define the maximum precision with which theory parameters can be measured in a given experiment. We calculate the information on dimension-six operators in different Higgs signatures. We demonstrate how information geometry lets us improve event selections, determine the most powerful observables, and compare the power of multivariate techniques to traditional histogram-based analyses. In particular, we systematically analyze which LHC signatures offer dedicated $CP$ measurements in the Higgs-gauge sector, and discuss the nature of the information they provide.
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 记录创建於2021-02-18,最後更新在2021-03-03