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CMS-B2G-20-004 ; CERN-EP-2024-030
Search for resonant pair production of Higgs bosons in the b¯bb¯b final state using large-area jets in proton-proton collisions at s= 13 TeV
JHEP 02 (2025) 040
Abstract: A search is presented for the resonant production of a pair of standard model-like Higgs bosons using data from proton-proton collisions at a centre-of-mass energy of 13 TeV, collected by the CMS experiment at the CERN LHC in 2016-2018, corresponding to an integrated luminosity of 138 fb1. The final state consists of two b quark-antiquark pairs. The search is conducted in the region of phase space where at least one of the pairs is highly Lorentz-boosted and is reconstructed as a single large-area jet. The other pair may be either similarly merged or resolved, the latter reconstructed using two b-tagged jets. The data are found to be consistent with standard model processes and are interpreted as 95% confidence level upper limits on the product of the cross sections and the branching fractions of the spin-0 radion and the spin-2 bulk graviton that arise in warped extradimensional models. The limits set are in the range 9.74-0.29 fb and 4.94-0.19 fb for a narrow radion and a graviton, respectively, with masses between 1 and 3 TeV. For a radion and for a bulk graviton with widths 10% of their masses, the limits are in the range 12.5-0.35 fb and 8.23-0.23 fb, respectively, for the same masses. These limits result in the exclusion of a narrow-width graviton with a mass below 1.2 TeV, and of narrow and 10%-width radions with masses below 2.6, and 2.9 TeV, respectively.
Figures & Tables Summary References CMS Publications
Figures

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Figure 1:
A diagram showing tight-tight (TT, purple) and loose-loose (LL, blue) pass regions (solid) and their corresponding fail regions (dash-dotted).

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Figure 2:
Slices of 2D distributions of observed events and the post-fit templates in the LL signal region, projected onto the plane of leading jet mass mJ1 (left) and corrected HH mass mHH (right) axes, together with the signal expected for a radion of mass 1.5 TeV. For this and following figures, the value of σ in the lower panel is σ=σ2bkg+σ2data, where σbkg is the total uncertainty in the background and σdata is the statistical uncertainty associated with the number of data events in a particular bin.

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Figure 2-a:
Slices of 2D distributions of observed events and the post-fit templates in the LL signal region, projected onto the plane of leading jet mass mJ1 (left) and corrected HH mass mHH (right) axes, together with the signal expected for a radion of mass 1.5 TeV. For this and following figures, the value of σ in the lower panel is σ=σ2bkg+σ2data, where σbkg is the total uncertainty in the background and σdata is the statistical uncertainty associated with the number of data events in a particular bin.

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Figure 2-b:
Slices of 2D distributions of observed events and the post-fit templates in the LL signal region, projected onto the plane of leading jet mass mJ1 (left) and corrected HH mass mHH (right) axes, together with the signal expected for a radion of mass 1.5 TeV. For this and following figures, the value of σ in the lower panel is σ=σ2bkg+σ2data, where σbkg is the total uncertainty in the background and σdata is the statistical uncertainty associated with the number of data events in a particular bin.

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Figure 3:
Slices of 2D distributions of observed events and the post-fit templates in the TT signal region, projected onto the mJ1 (left) and mHH (right) axes, together with the signal expected for a radion of mass 1.5 TeV.

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Figure 3-a:
Slices of 2D distributions of observed events and the post-fit templates in the TT signal region, projected onto the mJ1 (left) and mHH (right) axes, together with the signal expected for a radion of mass 1.5 TeV.

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Figure 3-b:
Slices of 2D distributions of observed events and the post-fit templates in the TT signal region, projected onto the mJ1 (left) and mHH (right) axes, together with the signal expected for a radion of mass 1.5 TeV.

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Figure 4:
Slices of 2D distributions of observed events and the post-fit templates in the semi-resolved signal region, projected onto the mJ1 (left) and mHH together with the signal expected for a radion of mass 1.5 TeV.

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Figure 4-a:
Slices of 2D distributions of observed events and the post-fit templates in the semi-resolved signal region, projected onto the mJ1 (left) and mHH together with the signal expected for a radion of mass 1.5 TeV.

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Figure 4-b:
Slices of 2D distributions of observed events and the post-fit templates in the semi-resolved signal region, projected onto the mJ1 (left) and mHH together with the signal expected for a radion of mass 1.5 TeV.

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Figure 5:
The observed (solid black line) and expected (dashed black line) upper limits at 95% CL on σ(ppX)B(XHHb¯bb¯b) for a narrow spin-0 radion (left, corresponding to ΛR= 3 TeV) and a narrow width spin-2 bulk graviton (right, corresponding to k/¯MPl= 0.5) models. The green (yellow) bands represent one (two) standard deviations from the expected limit. The predicted theoretical cross sections for the narrow radion and bulk graviton are also shown.

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Figure 5-a:
The observed (solid black line) and expected (dashed black line) upper limits at 95% CL on σ(ppX)B(XHHb¯bb¯b) for a narrow spin-0 radion (left, corresponding to ΛR= 3 TeV) and a narrow width spin-2 bulk graviton (right, corresponding to k/¯MPl= 0.5) models. The green (yellow) bands represent one (two) standard deviations from the expected limit. The predicted theoretical cross sections for the narrow radion and bulk graviton are also shown.

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Figure 5-b:
The observed (solid black line) and expected (dashed black line) upper limits at 95% CL on σ(ppX)B(XHHb¯bb¯b) for a narrow spin-0 radion (left, corresponding to ΛR= 3 TeV) and a narrow width spin-2 bulk graviton (right, corresponding to k/¯MPl= 0.5) models. The green (yellow) bands represent one (two) standard deviations from the expected limit. The predicted theoretical cross sections for the narrow radion and bulk graviton are also shown.

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Figure 6:
The observed (solid black line) and expected (dashed black line) upper limits at 95% CL on σ(ppX)B(XHHb¯bb¯b) for the 10%-width spin-0 radion (left) and the 10%-width spin-2 bulk graviton (right) models. The green (yellow) bands represent one (two) standard deviations from the expected limit. The predicted theoretical cross sections for the 10%-width radion and bulk graviton are also shown.

png pdf
Figure 6-a:
The observed (solid black line) and expected (dashed black line) upper limits at 95% CL on σ(ppX)B(XHHb¯bb¯b) for the 10%-width spin-0 radion (left) and the 10%-width spin-2 bulk graviton (right) models. The green (yellow) bands represent one (two) standard deviations from the expected limit. The predicted theoretical cross sections for the 10%-width radion and bulk graviton are also shown.

png pdf
Figure 6-b:
The observed (solid black line) and expected (dashed black line) upper limits at 95% CL on σ(ppX)B(XHHb¯bb¯b) for the 10%-width spin-0 radion (left) and the 10%-width spin-2 bulk graviton (right) models. The green (yellow) bands represent one (two) standard deviations from the expected limit. The predicted theoretical cross sections for the 10%-width radion and bulk graviton are also shown.
Tables

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Table 1:
Event selection criteria for the fully-merged topology.

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Table 2:
Event selection criteria for the semi-resolved topology.

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Table 3:
Summary of the ranges within which the systematic uncertainties in the signal and background yields are varied in the combined fit of all ten regions for a radion resonance at 1500 GeV.
Summary
A search has been presented for the pair production of standard model Higgs bosons (HH) from the decay of a spin-0 radion or a spin-2 bulk graviton as predicted in warped extradimensional models, using data from proton-proton collisions at a centre-of-mass energy of 13 TeV and corresponding to an integrated luminosity of 138 fb1. The search is restricted to the case where each Higgs boson decays to a bottom quark-antiquark pair. It is conducted in the region of phase space where at least one of the Higgs bosons has a large Lorentz boost, so that the Hb¯b decay products are collimated to form a single H jet. The search combines events with one H jet and two b jets with events having two H jets, thus adding sensitivity compared with previous analyses [46,48]. The results are interpreted in terms of upper limits on the product of the production cross section for the respective resonance particles and the branching fraction to HHb¯bb¯b, at 95% confidence level. The upper limits range from 9.74 to 0.29 fb for a narrow radion and from 4.94 to 0.19 fb for a narrow bulk graviton, each having a mass of 1-3 TeV. Assuming a with of 10% for the radion and the graviton, the limits for the same masses are in the range 12.48-0.35 fb and 8.23-0.23 fb, respectively. As a result, the narrow-width graviton with mX below 1.2 TeV, and narrow and 10%-width radion with masses below 2.6 TeV, and 2.9 TeV, respectively, are excluded.
References
1 ATLAS Collaboration Observation of a new particle in the search for the standard model Higgs boson with the ATLAS detector at the LHC PLB 716 (2012) 01 1207.7214
2 CMS Collaboration Observation of a new boson at a mass of 125 GeV with the CMS experiment at the LHC PLB 716 (2012) 30 CMS-HIG-12-028
1207.7235
3 CMS Collaboration Observation of a new boson with mass near 125 GeV in pp collisions at s= 7 and 8 TeV JHEP 06 (2013) 081 CMS-HIG-12-036
1303.4571
4 S. Dawson, S. Dittmaier, and M. Spira Neutral Higgs boson pair production at hadron colliders: QCD corrections PRD 58 (1998) 115012 hep-ph/9805244
5 S. Borowka et al. Higgs boson pair production in gluon fusion at next-to-leading order with full top-quark mass dependence no.~1, 01, , . [Erratum: Phys.Rev.Lett. 117, 079901 ()], 2016
PRL 117 (2016)
1604.06447
6 J. Baglio et al. Gluon fusion into Higgs pairs at NLO QCD and the top mass scheme no.~6, 459, 2019
EPJC 79 (2019)
1811.05692
7 D. Y. Shao, C. S. Li, H. T. Li, and J. Wang Threshold resummation effects in Higgs boson pair production at the LHC JHEP 07 (2013) 169 1301.1245
8 D. de Florian and J. Mazzitelli Higgs pair production at next-to-next-to-leading logarithmic accuracy at the LHC JHEP 09 (2015) 053 1505.07122
9 M. Grazzini et al. Higgs boson pair production at NNLO with top quark mass effects JHEP 05 (2018) 059 1803.02463
10 J. Baglio et al. ggHH: Combined uncertainties no.~5, 056002, 2021
PRD 103 (2021)
2008.11626
11 LHC Higgs Cross Section Working Group Handbook of LHC Higgs Cross Sections: 4. Deciphering the nature of the Higgs sector CERN Yellow Rep. Monogr. 2 (2017) 1610.07922
12 D. de Florian and J. Mazzitelli Higgs boson pair production at next-to-next-to-leading order in QCD PRL 111 (2013) 201801 1309.6594
13 J. Baglio et al. The measurement of the Higgs self-coupling at the LHC: theoretical status JHEP 04 (2013) 151 1212.5581
14 L. Randall and R. Sundrum A large mass hierarchy from a small extra dimension PRL 83 (1999) 3370 hep-ph/9905221
15 L. Randall and R. Sundrum An Alternative to compactification PRL 83 (1999) 4690 hep-th/9906064
16 W. D. Goldberger and M. B. Wise Modulus stabilization with bulk fields PRL 83 (1999) 4922 hep-ph/9907447
17 O. DeWolfe, D. Z. Freedman, S. S. Gubser, and A. Karch Modeling the fifth dimension with scalars and gravity PRD 62 (2000) 046008 hep-th/9909134
18 C. Csaki, M. Graesser, L. Randall, and J. Terning Cosmology of brane models with radion stabilization PRD 62 (2000) 045015 hep-ph/9911406
19 H. Davoudiasl, J. L. Hewett, and T. G. Rizzo Phenomenology of the Randall-Sundrum gauge hierarchy model PRL 84 (2000) 2080 hep-ph/9909255
20 C. Csaki, M. L. Graesser, and G. D. Kribs Radion dynamics and electroweak physics PRD 63 (2001) 065002 hep-th/0008151
21 K. Agashe, H. Davoudiasl, G. Perez, and A. Soni Warped gravitons at the LHC and beyond PRD 76 (2007) 036006 hep-ph/0701186
22 G. F. Giudice, R. Rattazzi, and J. D. Wells Graviscalars from higher dimensional metrics and curvature Higgs mixing NPB 595 (2001) 250 hep-ph/0002178
23 ATLAS Collaboration Combination of searches for resonant Higgs boson pair production using pp collisions at s= 13 TeV with the ATLAS detector PRL 132 (2024) 231801 2311.15956
24 ATLAS Collaboration Search for Higgs boson pair production in the γγb¯b final state using pp collision data at s= 8 TeV from the ATLAS detector PRL 114 (2015) 081802 1406.5053
25 ATLAS Collaboration Search for Higgs boson pair production in the b¯bb¯b final state from pp collisions at s= 8 TeV with the ATLAS detector EPJC 75 (2015) 412 1506.00285
26 ATLAS Collaboration Searches for Higgs boson pair production in the HHb¯bττ, γγWW, γγb¯b, b¯bb¯b channels with the ATLAS detector PRD 92 (2015) 092004 1509.04670
27 ATLAS Collaboration Search for pair production of Higgs bosons in the b¯bb¯b final state using proton--proton collisions at s= 13 TeV with the ATLAS detector PRD 94 (2016) 052002 1606.04782
28 ATLAS Collaboration Search for pair production of Higgs bosons in the bˉbbˉb final state using proton-proton collisions at s= 13 TeV with the ATLAS detector JHEP 01 (2019) 030 1804.06174
29 ATLAS Collaboration Search for Resonant and Nonresonant Higgs Boson Pair Production in the b¯bτ+τ Decay Channel in pp Collisions at s= 13 TeV with the ATLAS Detector PRL 121 (2018) 191801 1808.00336
30 ATLAS Collaboration Search for Higgs boson pair production in the γγb¯b final state with 13 TeV pp collision data collected by the ATLAS experiment JHEP 11 (2018) 040 1807.04873
31 ATLAS Collaboration Search for Higgs boson pair production in the two bottom quarks plus two photons final state in pp collisions at s= 13 TeV with the ATLAS detector PRD 106 (2022) 052001 2112.11876
32 ATLAS Collaboration Search for resonant and non-resonant Higgs boson pair production in the b¯bτ+τ decay channel using 13 TeV pp collision data from the ATLAS detector JHEP 07 (2023) 040 2209.10910
33 ATLAS Collaboration Search for resonant pair production of Higgs bosons in the b¯bb¯b final state using pp collisions at s= 13 TeV with the ATLAS detector PRD 105 (2022) 092002 2202.07288
34 ATLAS Collaboration Search for pair production of boosted Higgs bosons via vector-boson fusion in the b¯bb¯b final state using pp collisions at sqrts= 13 TeV with the ATLAS detector PLB 858 (2024) 139007 2404.17193
35 CMS Collaboration Searches for Higgs boson production through decays of heavy resonances Accepted by Phys. Rep, 2024 2403.16926
36 CMS Collaboration Searches for heavy Higgs bosons in two-Higgs-doublet models and for t ch decay using multilepton and diphoton final states in pp collisions at 8 TeV PRD 90 (2014) 112013 CMS-HIG-13-025
1410.2751
37 CMS Collaboration Search for Higgs boson pair production in the b¯bττ final state in proton-proton collisions at s= 8 TeV PRD 96 (2017) 072004 CMS-HIG-15-013
1707.00350
38 CMS Collaboration Search for resonant pair production of Higgs bosons decaying to two bottom quark-antiquark pairs in proton-proton collisions at 8 TeV PLB 749 (2015) 560 CMS-HIG-14-013
1503.04114
39 CMS Collaboration Searches for a heavy scalar boson H decaying to a pair of 125 GeV Higgs bosons hh or for a heavy pseudoscalar boson A decaying to Zh, in the final states with hττ PLB 755 (2016) 217 CMS-HIG-14-034
1510.01181
40 CMS Collaboration Search for two Higgs bosons in final states containing two photons and two bottom quarks in proton-proton collisions at 8 TeV PRD 94 (2016) 052012 CMS-HIG-13-032
1603.06896
41 CMS Collaboration Search for heavy resonances decaying to two Higgs bosons in final states containing four b quarks EPJC 76 (2016) 371 CMS-EXO-12-053
1602.08762
42 CMS Collaboration Search for Higgs boson pair production in events with two bottom quarks and two tau leptons in proton-proton collisions at s= 13 TeV PLB 778 (2018) 101 CMS-HIG-17-002
1707.02909
43 CMS Collaboration Search for resonant and nonresonant Higgs boson pair production in the b¯bνν final state in proton-proton collisions at s= 13 TeV JHEP 01 (2018) 054 CMS-HIG-17-006
1708.04188
44 CMS Collaboration Search for Higgs boson pair production in the γγb¯b final state in pp collisions at s= 13 TeV PLB 788 (2019) 7 CMS-HIG-17-008
1806.00408
45 CMS Collaboration Search for resonant pair production of Higgs bosons decaying to bottom quark-antiquark pairs in proton-proton collisions at 13 TeV JHEP 08 (2018) 152 CMS-HIG-17-009
1806.03548
46 CMS Collaboration Search for a massive resonance decaying to a pair of Higgs bosons in the four b quark final state in proton-proton collisions at s= 13 TeV PLB 781 (2018) 244 1710.04960
47 CMS Collaboration Search for heavy resonances decaying into two Higgs bosons or into a Higgs boson and a W or Z boson in proton-proton collisions at 13 TeV JHEP 01 (2019) 051 1808.01365
48 CMS Collaboration Search for production of Higgs boson pairs in the four b quark final state using large-area jets in proton-proton collisions at s= 13 TeV JHEP 01 (2019) 040 1808.01473
49 CMS Collaboration Search for heavy resonances decaying to a pair of Lorentz-boosted Higgs bosons in final states with leptons and a bottom quark pair at s= 13 TeV JHEP 05 (2022) 005 2112.03161
50 CMS Collaboration Search for a new resonance decaying into two spin-0 bosons in a final state with two photons and two bottom quarks in proton-proton collisions at s= 13 TeV JHEP 05 (2024) 316 CMS-HIG-21-011
2310.01643
51 CMS Collaboration Search for Higgs boson pair production in the b¯bW+W decay mode in proton-proton collisions at s= 13 TeV JHEP 07 (2024) 293 CMS-HIG-21-005
2403.09430
52 M. Gouzevitch et al. Scale-invariant resonance tagging in multijet events and new physics in Higgs pair production JHEP 07 (2013) 148 1303.6636
53 CMS Collaboration Search for a massive scalar resonance decaying to a light scalar and a Higgs boson in the four b quarks final state with boosted topology PLB 842 (2023) 137392 2204.12413
54 A. L. Fitzpatrick, J. Kaplan, L. Randall, and L.-T. Wang Searching for the Kaluza-Klein graviton in bulk RS models JHEP 09 (2007) 013 hep-ph/0701150
55 A. Oliveira Gravity particles from warped extra dimensions, predictions for LHC 1404.0102
56 CMS Collaboration HEPData record for this analysis link
57 CMS Collaboration The CMS experiment at the CERN LHC JINST 3 (2008) S08004
58 CMS Collaboration Performance of the CMS Level-1 trigger in proton-proton collisions at s= 13 TeV JINST 15 (2020) P10017 CMS-TRG-17-001
2006.10165
59 CMS Collaboration The CMS trigger system JINST 12 (2017) P01020 CMS-TRG-12-001
1609.02366
60 CMS Collaboration Particle-flow reconstruction and global event description with the cms detector JINST 12 (2017) P10003 CMS-PRF-14-001
1706.04965
61 CMS Collaboration Technical proposal for the Phase-II upgrade of the Compact Muon Solenoid CMS Technical Proposal CERN-LHCC-2015-010, CMS-TDR-15-02, 2015
CDS
62 M. Cacciari, G. P. Salam, and G. Soyez The anti-kT jet clustering algorithm JHEP 04 (2008) 063 0802.1189
63 M. Cacciari, G. P. Salam, and G. Soyez FastJet user manual EPJC 72 (2012) 1896 1111.6097
64 CMS Collaboration Pileup mitigation at CMS in 13 TeV data JINST 15 (2020) P09018 CMS-JME-18-001
2003.00503
65 D. Bertolini, P. Harris, M. Low, and N. Tran Pileup per particle identification JHEP 10 (2014) 59 1407.6013
66 CMS Collaboration Jet energy scale and resolution in the CMS experiment in pp collisions at 8 TeV JINST 12 (2017) P02014 CMS-JME-13-004
1607.03663
67 CMS Collaboration Jet algorithms performance in 13 TeV data CMS Physics Analysis Summary, 2016
CMS-PAS-JME-16-003
CMS-PAS-JME-16-003
68 J. Alwall et al. The automated computation of tree-level and next-to-leading order differential cross sections, and their matching to parton shower simulations JHEP 07 (2014) 079 1405.0301
69 NNPDF Collaboration Parton distributions for the LHC Run II JHEP 04 (2015) 040 1410.8849
70 L. A. Harland-Lang, A. D. Martin, P. Motylinski, and R. S. Thorne Parton distributions in the LHC era: MMHT 2014 PDFs EPJC 75 (2015) 204 1412.3989
71 A. Buckley et al. LHAPDF6: parton density access in the LHC precision era EPJC 75 (2015) 132 1412.7420
72 S. Carrazza, J. I. Latorre, J. Rojo, and G. Watt A compression algorithm for the combination of PDF sets EPJC 75 (2015) 474 1504.06469
73 J. Butterworth et al. PDF4LHC recommendations for LHC Run II JPG 43 (2016) 023001 1510.03865
74 T. Sj ö strand et al. An Introduction to PYTHIA 8.2 Comput. Phys. Commun. 191 (2015) 159 1410.3012
75 S. Frixione, G. Ridolfi, and P. Nason A positive-weight next-to-leading-order Monte Carlo for heavy flavour hadroproduction JHEP 09 (2007) 126 0707.3088
76 S. Frixione, P. Nason, and C. Oleari Matching NLO QCD computations with parton shower simulations: the POWHEG method JHEP 11 (2007) 070 0709.2092
77 S. Alioli, P. Nason, C. Oleari, and E. Re A general framework for implementing NLO calculations in shower Monte Carlo programs: the POWHEG BOX JHEP 06 (2010) 043 1002.2581
78 S. Dulat et al. New parton distribution functions from a global analysis of quantum chromodynamics PRD 93 (2016) 033006 1506.07443
79 J. Gao and P. Nadolsky A meta-analysis of parton distribution functions JHEP 07 (2014) 035 1401.0013
80 S. Carrazza et al. An unbiased Hessian representation for Monte Carlo PDFs EPJC 75 (2015) 369 1505.06736
81 P. Skands, S. Carrazza, and J. Rojo Tuning Pythia 8.1: the Monash 2013 tune EPJC 74 (2014) 3024 1404.5630
82 CMS Collaboration Measurement of the top quark mass with lepton+jets final states using pp collisions at s= 13 TeV EPJC 78 (2018) 891 CMS-TOP-17-007
1805.01428
83 M. Czakon and A. Mitov Top++: A program for the calculation of the top-pair cross-section at hadron colliders Comput. Phys. Commun. 185 (2014) 2930 1112.5675
84 GEANT4 Collaboration GEANT4---a simulation toolkit NIM A 506 (2003) 250
85 J. Allison et al. Geant4 developments and applications IEEE Trans. Nucl. Sci. 53 (2006) 270
86 CMS Collaboration Measurement of the inelastic proton-proton cross section at s= 13 TeV JHEP 07 (2018) 161 CMS-FSQ-15-005
1802.02613
87 D. Krohn, J. Thaler, and L.-T. Wang Jet trimming JHEP 02 (2010) 084 0912.1342
88 M. Dasgupta, A. Fregoso, S. Marzani, and G. P. Salam Towards an understanding of jet substructure JHEP 09 (2013) 029 1307.0007
89 A. J. Larkoski, S. Marzani, G. Soyez, and J. Thaler Soft drop JHEP 05 (2014) 146 1402.2657
90 ATLAS and CMS Collaborations Combined measurement of the Higgs boson mass in pp collisions at s= 7 and 8 tev with the ATLAS and CMS experiments PRL 114 (2015) 191803 1503.07589
91 CMS Collaboration Measurements of properties of the Higgs boson decaying into the four-lepton final state in pp collisions at s= 13 TeV JHEP 11 (2017) 047 CMS-HIG-16-041
1706.09936
92 CMS Collaboration Identification of heavy, energetic, hadronically decaying particles using machine-learning techniques JINST 15 (2020) P06005 CMS-JME-18-002
2004.08262
93 CMS Collaboration Identification of heavy-flavour jets with the CMS detector in pp collisions at 13 TeV JINST 13 (2017) P05011 CMS-BTV-16-002
1712.07158
94 E. Bols et al. Jet Flavour Classification Using DeepJet JINST 15 (2020) P12012 2008.10519
95 CMS Collaboration Performance of the DeepJet b tagging algorithm using 41.9 fb1 of data from proton-proton collisions at 13 TeV with Phase 1 CMS detector CMS Detector Performance Note CMS-DP-2018-058, CERN, 2018
CDS
96 R. G. Lomax and D. L. Hahs Statistical concepts: a second course -Vaughn, . Taylor and Francis, Hoboken, NJ, 2012
97 K. S. Cranmer Kernel estimation in high-energy physics Comput. Phys. Commun. 136 (2001) 198 hep-ex/0011057
98 CMS Collaboration Precision luminosity measurement in proton-proton collisions at s= 13 TeV in 2015 and 2016 at CMS EPJC 81 (2021) 800 CMS-LUM-17-003
2104.01927
99 CMS Collaboration CMS luminosity measurement for the 2018 data-taking period at s= 13 TeV CMS Physics Analysis Summary, 2019
CMS-PAS-LUM-18-002
CMS-PAS-LUM-18-002
100 CMS Collaboration CMS luminosity measurement for the 2017 data-taking period at s= 13 TeV CMS Physics Analysis Summary, 2018
CMS-PAS-LUM-17-004
CMS-PAS-LUM-17-004
101 R. Barlow and C. Beeston Fitting using finite Monte Carlo samples Comput. Phys. Commun. 77 (1993) 219
102 J. S. Conway Incorporating nuisance parameters in likelihoods for multisource spectra in Proceedings, PHYSTAT 2011 Workshop on Statistical Issues Related to Discovery Claims in Search Experiments and Unfolding, CERN, 2011
link
1103.0354
103 ATLAS and CMS Collaborations, The LHC Higgs Combination Group Procedure for the LHC Higgs boson search combination in Summer 2011 Technical Report CMS-NOTE-2011-005. ATL-PHYS-PUB-2011-11, CERN, 2011
104 G. Cowan, K. Cranmer, E. Gross, and O. Vitells Asymptotic formulae for likelihood-based tests of new physics EPJC 71 (2011) 1554 1007.1727
105 T. Junk Confidence level computation for combining searches with small statistics NIM A 434 (1999) 435 hep-ex/9902006
106 A. L. Read Presentation of search results: The CLs technique JPG 28 (2002) 2693
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