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1.
Identification of Lorentz-boosted jets in the CMS experiment / Troiano, Donato (INFN, Bari ; Bari U.) /CMS Collaboration
A focus of the CMS research involves identifying jets originated from quarks and gluons produced in high-energy proton-proton collisions. At the electroweak scale, resonances like the Z and W bosons, as well as the Higgs boson, are often produced with a significant Lorentz boost, causing their decay products to form large and massive jets, typically reconstructed as AK8 jets. [...]
CMS-CR-2024-198.- Geneva : CERN, 2024 - 4 p. Fulltext: PDF;
In : 42nd International Conference on High Energy Physics (ICHEP 2024), Prague, Czech Republic, 18 - 24 Jul 2024
2.
Identification of Lorentz-boosted jets in the CMS experiment / Troiano, Donato (INFN, Bari ; Bari U.) /CMS Collaboration
A focus of the CMS research involves identifying jets originated from quarks and gluons produced in high-energy proton-proton collisions. At the electroweak scale, resonances like the Z and W bosons, as well as the Higgs boson, are often produced with a significant Lorentz boost, causing their decay products to form large and massive jets, typically reconstructed as AK8 jets. [...]
CMS-CR-2024-198.- Geneva : CERN, 2024 - 4 p. Fulltext: PDF;
In : 42nd International Conference on High Energy Physics (ICHEP 2024), Prague, Czech Republic, 18 - 24 Jul 2024
3.
Identification of Lorentz-boosted jets in the CMS experiment / Troiano, Donato (INFN, Bari ; Bari U.) /CMS Collaboration
A focus of the CMS research involves identifying jets originated from quarks and gluons produced in high-energy proton-proton collisions. At the electroweak scale, resonances like the Z and W bosons, as well as the Higgs boson, are often produced with a significant Lorentz boost, causing their decay products to form large and massive jets, typically reconstructed as AK8 jets. [...]
CMS-CR-2024-198.- Geneva : CERN, 2024 - 4 p. Fulltext: PDF;
In : 42nd International Conference on High Energy Physics (ICHEP 2024), Prague, Czech Republic, 18 - 24 Jul 2024
4.
Boosted jet identification at the CMS experiment / Troiano, Donato (INFN, Bari ; Bari U.) /CMS Collaboration
A fundamental aspect of the CMS experiment's research concerns the identification of jets produced in high energy proton-proton collisions. W and Z bosons and the Higgs boson can be produced with a high Lorentz boost and, under such conditions, their decay products can be reconstructed as large radius jets, \textit{i.e.}, anti-$k_{t}$ jets of radius 0.8 (AK8). [...]
CMS-CR-2024-138.- Geneva : CERN, 2024 - 7 p. Fulltext: PDF;
In : 20th Incontri di Fisica delle Alte Energie (IFAE 2024), Florence, Itlay, 3 - 5 Apr 2024
5.
Identification of highly Lorentz-boosted heavy particles using graph neural networks and new mass decorrelation techniques /CMS Collaboration
This note presents several new developments on machine learning (ML)-based identification of highly Lorentz-boosted heavy particles using jet substructure in CMS and their performance with the CMS Phase 1 detector. A new algorithm based on ParticleNet, a graph neural network using an unordered set of jet constituent particles as the input, has been developed and shows significantly improved performance. [...]
CMS-DP-2020-002; CERN-CMS-DP-2020-002.- Geneva : CERN, 2020 - 13 p. Fulltext: PDF;
6.
Machine learning-based identification of highly Lorentz-boosted hadronically decaying particles at the CMS experiment /CMS Collaboration
In this note, machine learning (ML) based techniques are presented to identify and classify hadronic decays of highly Lorentz-boosted W/Z/H bosons and top quarks, to be used by the CMS Collaboration. The techniques presented include the Energy Correlation Functions tagger, the Boosted Event Shape Tagger, the ImageTop tagger, and the DeepAK8 tagger. [...]
CMS-PAS-JME-18-002.- Geneva : CERN, 2019 Figure_001-a: PDF; Figure_001-b: PDF; Figure_002-a: PDF; Figure_002-b: PDF; Figure_003-a: PDF; Figure_003-b: PDF; Figure_004-a: PDF; Figure_004-b: PDF; Figure_004-c: PDF; Figure_004-d: PDF; Figure_004-e: PDF; Figure_004-f: PDF; Figure_005-a: PDF; Figure_005-b: PDF; Figure_006-a: PDF; Figure_006-b: PDF; Figure_007-a: PDF; Figure_007-b: PDF; Figure_008: PDF; Figure_009: PDF; Figure_010: PDF; Figure_011-a: PDF; Figure_011-b: PDF; Figure_012-a: PDF; Figure_012-b: PDF; Figure_013-a: PDF; Figure_013-b: PDF; Figure_014-a: PDF; Figure_014-b: PDF; Figure_015-a: PDF; Figure_015-b: PDF; Figure_015-c: PDF; Figure_016-a: PDF; Figure_016-b: PDF; Figure_016-c: PDF; Figure_016-d: PDF; Figure_017-a: PDF; Figure_017-b: PDF; Figure_017-c: PDF; Figure_017-d: PDF; Figure_018-a: PDF; Figure_018-b: PDF; Figure_018-c: PDF; Figure_018-d: PDF; Figure_019-a: PDF; Figure_019-b: PDF; Figure_019-c: PDF; Figure_019-d: PDF; Figure_020-a: PDF; Figure_020-b: PDF; Figure_020-c: PDF; Figure_020-d: PDF; Figure_021-a: PDF; Figure_021-b: PDF; Figure_022-a: PDF; Figure_022-b: PDF; Figure_023-a: PDF; Figure_023-b: PDF; Figure_023-c: PDF; Figure_023-d: PDF; Figure_023-e: PDF; Figure_023-f: PDF; Figure_024-a: PDF; Figure_024-b: PDF; Figure_024-c: PDF; Figure_024-d: PDF; Figure_025-a: PDF; Figure_025-b: PDF; Figure_025-c: PDF; Figure_026-a: PDF; Figure_026-b: PDF; Figure_026-c: PDF; Figure_026-d: PDF; Figure_026-e: PDF; Figure_026-f: PDF; Figure_027-a: PDF; Figure_027-b: PDF; Figure_027-c: PDF; Figure_027-d: PDF; Figure_027-e: PDF; Figure_027-f: PDF; Figure_028-a: PDF; Figure_028-b: PDF; Figure_028-c: PDF; Figure_028-d: PDF; Figure_029-a: PDF; Figure_029-b: PDF; Figure_029-c: PDF; Figure_030-a: PDF; Figure_030-b: PDF; Figure_030-c: PDF; Figure_030-d: PDF; Figure_030-e: PDF; Figure_030-f: PDF; Figure_031-a: PDF; Figure_031-b: PDF; Figure_031-c: PDF; Figure_031-d: PDF; Figure_031-e: PDF; Figure_031-f: PDF; Figure_032-a: PDF; Figure_032-b: PDF; Figure_032-c: PDF; Figure_032-d: PDF; Figure_032-e: PDF; Figure_032-f: PDF; Figure_033-a: PDF; Figure_033-b: PDF; Figure_033-c: PDF; Figure_033-d: PDF; Figure_034-a: PDF; Figure_034-b: PDF; Figure_034-c: PDF; Figure_034-d: PDF; Figure_035-a: PDF; Figure_035-b: PDF; Figure_035-c: PDF; Figure_036-a: PDF; Figure_036-b: PDF; Figure_036-c: PDF; Figure_037-a: PDF; Figure_037-b: PDF; Figure_037-c: PDF; Figure_037-d: PDF; Figure_037-e: PDF; Figure_037-f: PDF; Figure_038-a: PDF; Figure_038-b: PDF; Figure_038-c: PDF; Figure_038-d: PDF; Figure_038-e: PDF; Figure_038-f: PDF; Figure_039-a: PDF; Figure_039-b: PDF; Figure_040: PDF; Figure_041: PDF; Figure_042-a: PDF; Figure_042-b: PDF; Figure_042-c: PDF; Figure_043-a: PDF; Figure_043-b: PDF; Figure_043-c: PDF; Fulltext in PDF: PDF;
7.
Higgs boson mass measurement in $H\rightarrow ZZ^{*} \rightarrow 4\ell$ / Troiano, Donato (INFN, Bari) /CMS Collaboration
The projection of the measurement of the Higgs boson mass in the $H\rightarrow ZZ^{*} \rightarrow 4\ell$ ($\ell$ = $e,\mu$) using the CMS experiment at High-Luminosity LHC in proton-proton collisions at $\sqrt{s}$ = 14 TeV using an integrated luminosity of 3000 fb$^{-1}$ is presented here. The projection will be compared with the last published result by CMS. [...]
CMS-CR-2023-277.- Geneva : CERN, 2023 - 5 p. - Published in : Nuovo Cimento C 47 (2024) 140 Fulltext: PDF;
In : 19th Incontri di Fisica delle Alte Energie, Catania, Italy, 12 - 14 Apr 2023, pp.140
8.
Higgs mass measurement in $H\rightarrow ZZ^{*} \rightarrow 4\ell$ / Troiano, Donato (INFN, Bari) /CMS Collaboration
This document presents the projection of the Higgs boson mass obtained in the $H\rightarrow ZZ^{*} \rightarrow 4\ell$ ($\ell$ = $e,\mu$) decay channel at the CMS experiment at the High-Luminosity LHC. The analysis is based on proton-proton collisions at a center-of-mass energy of $\sqrt{s}$ = 14 TeV, with an integrated luminosity of 3000 fb$^{-1}$. [...]
CMS-CR-2024-011.- Geneva : CERN, 2024 - 6 p. - Published in : PoS LHCP2023 (2024) 280 Fulltext: CR2024_011 - PDF; Published article - PDF;
In : 11th Large Hadron Collider Physics Conference 2023, Belgrade, Serbia, 22 - 26 May 2023, pp.280
9.
Digluon Tagging using $\sqrt{s}=13$ TeV $pp$ Collisions in the ATLAS Detector
Jet substructure has played a key role in the development of two-prong taggers designed to identify Lorentz-boosted massive particles. [...]
ATL-PHYS-PUB-2021-027.
- 2021.
Original Communication (restricted to ATLAS) - Full text
10.
A novel approach for discriminating hadronically decaying $\mathbf{W^+}$, $\mathbf{W^-}$, and $\mathbf{Z}$ bosons in the CMS experiment /CMS Collaboration
Identifying particles that form jets in the CMS detector is a crucial part of many physics analyses. It has generally proven quite difficult to infer the charge of the originating particles. [...]
CMS-DP-2024-044; CERN-CMS-DP-2024-044.- Geneva : CERN, 2024 - 30 p. Fulltext: PDF;

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