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Fast kernel methods for Data Quality Monitoring as a goodness-of-fit test

We propose an accurate and efficient machine learning approach for monitoring particle detectors in real-time. The goal is to assess the compatibility of incoming experimental data with a reference dataset, characterising the data behaviour under normal circumstances, via a likelihood-ratio hypothes...

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Detalles Bibliográficos
Autores principales: Grosso, Gaia, Lai, Nicolò, Letizia, Marco, Pazzini, Jacopo, Rando, Marco, Rosasco, Lorenzo, Wulzer, Andrea, Zanetti, Marco
Lenguaje:eng
Publicado: 2023
Materias:
Acceso en línea:https://dx.doi.org/10.1088/2632-2153/acebb7
http://cds.cern.ch/record/2854671