Taming modeling uncertainties with mass unspecific supervised tagging
Abstract We address the modeling dependence of jet taggers built using the method of mass unspecific supervised tagging, by using two different parton showering and hadronisation schemes. We find that the modeling dependence of the results – estimated by using different schemes in the design of the...
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| Format: | Article |
| Language: | English |
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SpringerOpen
2022-03-01
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| Series: | European Physical Journal C: Particles and Fields |
| Online Access: | https://doi.org/10.1140/epjc/s10052-022-10221-3 |
| _version_ | 1811280226540322816 |
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| author | J. A. Aguilar-Saavedra |
| author_facet | J. A. Aguilar-Saavedra |
| author_sort | J. A. Aguilar-Saavedra |
| collection | DOAJ |
| description | Abstract We address the modeling dependence of jet taggers built using the method of mass unspecific supervised tagging, by using two different parton showering and hadronisation schemes. We find that the modeling dependence of the results – estimated by using different schemes in the design of the taggers and applying them to the same type of data – is rather small, even if the jet substructure varies significantly between the two schemes. These results add great value to the use of generic supervised taggers for new physics searches. |
| first_indexed | 2024-04-13T01:09:46Z |
| format | Article |
| id | doaj.art-339246c77a394f8092dc1eec695418a7 |
| institution | Directory Open Access Journal |
| issn | 1434-6044 1434-6052 |
| language | English |
| last_indexed | 2024-04-13T01:09:46Z |
| publishDate | 2022-03-01 |
| publisher | SpringerOpen |
| record_format | Article |
| series | European Physical Journal C: Particles and Fields |
| spelling | doaj.art-339246c77a394f8092dc1eec695418a72022-12-22T03:09:12ZengSpringerOpenEuropean Physical Journal C: Particles and Fields1434-60441434-60522022-03-0182311110.1140/epjc/s10052-022-10221-3Taming modeling uncertainties with mass unspecific supervised taggingJ. A. Aguilar-Saavedra0Instituto de Física Teórica UAM-CSICAbstract We address the modeling dependence of jet taggers built using the method of mass unspecific supervised tagging, by using two different parton showering and hadronisation schemes. We find that the modeling dependence of the results – estimated by using different schemes in the design of the taggers and applying them to the same type of data – is rather small, even if the jet substructure varies significantly between the two schemes. These results add great value to the use of generic supervised taggers for new physics searches.https://doi.org/10.1140/epjc/s10052-022-10221-3 |
| spellingShingle | J. A. Aguilar-Saavedra Taming modeling uncertainties with mass unspecific supervised tagging European Physical Journal C: Particles and Fields |
| title | Taming modeling uncertainties with mass unspecific supervised tagging |
| title_full | Taming modeling uncertainties with mass unspecific supervised tagging |
| title_fullStr | Taming modeling uncertainties with mass unspecific supervised tagging |
| title_full_unstemmed | Taming modeling uncertainties with mass unspecific supervised tagging |
| title_short | Taming modeling uncertainties with mass unspecific supervised tagging |
| title_sort | taming modeling uncertainties with mass unspecific supervised tagging |
| url | https://doi.org/10.1140/epjc/s10052-022-10221-3 |
| work_keys_str_mv | AT jaaguilarsaavedra tamingmodelinguncertaintieswithmassunspecificsupervisedtagging |