442 citations · 9.3k across the 317 of their papers we have counts for
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The CMS statistical analysis and combination tool: COMBINE
CMS Collaboration
This paper describes the COMBINE software package used for statistical analyses by the CMS Collaboration. The package, originally designed to perform searches for a Higgs boson and…
Comparison of Bayesian and particle swarm algorithms for hyperparameter optimisation in machine learning applications in high energy physics
Laurits Tani, Christian Veelken
When using machine learning (ML) techniques, users typically need to choose a plethora of algorithm-specific parameters, referred to as hyperparameters. In this paper, we compare t…
Stitching Monte Carlo samples
Karl Ehataht, Christian Veelken
Monte Carlo (MC) simulations are extensively used for various purposes in modern high-energy physics (HEP) experiments. Precision measurements of established Standard Model process…
A deep neural network for simultaneous estimation of b jet energy and resolution
CMS Collaboration
We describe a method to obtain point and dispersion estimates for the energies of jets arising from b quarks produced in proton-proton collisions at an energy of 13 Te…