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Tree boosting for learning EFT parameters

We present a new tree boosting algorithm designed for the measurement of parameters in the context of effective field theory (EFT). To construct the algorithm, we interpret the optimized loss function of a traditional decision tree as the maximal Fisher information in Poisson counting experiments. W...

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Detalles Bibliográficos
Autores principales: Chatterjee, Suman, Frohner, Nikolaus, Lechner, Lukas, Schöfbeck, Robert, Schwarz, Dennis
Lenguaje:eng
Publicado: 2021
Materias:
Acceso en línea:http://cds.cern.ch/record/2776940