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Exploring the (Metric) Space of Jets with CMS Open Data

<!--HTML--><div> <div> <div> <p>When are two collider events similar? &nbsp;In this talk, I answer this question by developing a metric between the events based on the earth mover's distance: the “work” required to rearrange one event into the other. With a met...

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Detalles Bibliográficos
Autor principal: Metodiev, Eric
Lenguaje:eng
Publicado: 2019
Materias:
Acceso en línea:http://cds.cern.ch/record/2679340
Descripción
Sumario:<!--HTML--><div> <div> <div> <p>When are two collider events similar? &nbsp;In this talk, I answer this question by developing a metric between the events based on the earth mover's distance: the “work” required to rearrange one event into the other. With a metric in hand, I will focus on exploring the space of jets using using public collider data from the CMS experiment. Among other applications, our metric allows us to visualize the metric space of jets, extract their correlation dimension, perform jet classification, identify the most and least typical jet configurations, and quantify the impact of detector effects in new ways.</p> <p>&nbsp;</p> </div> </div> </div>