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DOE OSTI · 1647463

Improving inference with matrix elements and machine learning

Brehmer, Johann·Cranmer, Kyle·Kling, F.
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Abstract

Particle physics processes bring together a high-energy amplitude described by quantum field theory and nonperturbative effects and detector interactions described by complex computer simulations. We review some recently developed multivariate inference techniques that leverage this structure and combine matrix-element information with machine learning. Automated by the MadMiner package, the new techniques have been applied to multiple problems in particle physics, allowing for stronger limits than traditional analysis methods and showing their potential to improve the sensitivity of the LHC legacy measurements.

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72 PHYSICS OF ELEMENTARY PARTICLES AND FIELDS

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Brehmer, Johann, Cranmer, Kyle, Kling, F.. 2020-06-04. Improving inference with matrix elements and machine learning. https://doi.org/10.1142/s0217751x20410080

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