CMS-HIG-19-006 ; CERN-EP-2020-164 | ||
Evidence for Higgs boson decay to a pair of muons | ||
CMS Collaboration | ||
9 September 2020 | ||
JHEP 01 (2021) 148 | ||
Abstract: Evidence for Higgs boson decay to a pair of muons is presented. This result combines searches in four exclusive categories targeting the production of the Higgs boson via gluon fusion, via vector boson fusion, in association with a vector boson, and in association with a top quark-antiquark pair. The analysis is performed using proton-proton collision data at $\sqrt{s} = $ 13 TeV, corresponding to an integrated luminosity of 137 fb$^{-1}$ , recorded by the CMS experiment at the CERN LHC. An excess of events over the background expectation is observed in data with a significance of 3.0 standard deviations, where the expectation for the standard model (SM) Higgs boson with mass of 125.38 GeV is 2.5. The combination of this result with that from data recorded at $\sqrt{s} = $ 7 and 8 TeV, corresponding to integrated luminosities of 5.1 and 19.7 fb$^{-1}$, respectively, increases both the expected and observed significances by 1%. The measured signal strength, relative to the SM prediction, is 1.19$^{+0.40}_{-0.39}$ (stat)$^{+0.15}_{-0.14}$ (syst). This result constitutes the first evidence for the decay of the Higgs boson to second generation fermions and is the most precise measurement of the Higgs boson coupling to muons reported to date. | ||
Links: e-print arXiv:2009.04363 [hep-ex] (PDF) ; CDS record ; inSPIRE record ; HepData record ; CADI line (restricted) ; |
Figures & Tables | Summary | Additional Figures & Tables | References | CMS Publications |
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Figures | |
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Figure 1:
The observed DNN output distribution in the VBF-SR region for data collected in 2016 (first row, left), 2017 (first row, right), and 2018 (second row) compared to the post-fit background estimate for the contributing SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes with ${m_{\mathrm{H}}} = $ 125.38 GeV are overlaid. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. In the middle panel, the ratio between data and the pre-fit background prediction is shown. The grey band indicates the total pre-fit uncertainty obtained from the systematic sources previously described. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The grey band indicates the total background uncertainty after performing the fit. The blue histogram (upper panel) and solid line (lower panel) indicate the total signal extracted from the fit with ${m_{\mathrm{H}}} = $ 125.38 GeV. |
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Figure 1-a:
The observed DNN output distribution in the VBF-SR region for data collected in 2016 compared to the post-fit background estimate for the contributing SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes with ${m_{\mathrm{H}}} = $ 125.38 GeV are overlaid. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. In the middle panel, the ratio between data and the pre-fit background prediction is shown. The grey band indicates the total pre-fit uncertainty obtained from the systematic sources previously described. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The grey band indicates the total background uncertainty after performing the fit. The blue histogram (upper panel) and solid line (lower panel) indicate the total signal extracted from the fit with ${m_{\mathrm{H}}} = $ 125.38 GeV. |
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Figure 1-b:
The observed DNN output distribution in the VBF-SR region for data collected in 2017 compared to the post-fit background estimate for the contributing SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes with ${m_{\mathrm{H}}} = $ 125.38 GeV are overlaid. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. In the middle panel, the ratio between data and the pre-fit background prediction is shown. The grey band indicates the total pre-fit uncertainty obtained from the systematic sources previously described. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The grey band indicates the total background uncertainty after performing the fit. The blue histogram (upper panel) and solid line (lower panel) indicate the total signal extracted from the fit with ${m_{\mathrm{H}}} = $ 125.38 GeV. |
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Figure 1-c:
The observed DNN output distribution in the VBF-SR region for data collected in 2018 compared to the post-fit background estimate for the contributing SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes with ${m_{\mathrm{H}}} = $ 125.38 GeV are overlaid. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. In the middle panel, the ratio between data and the pre-fit background prediction is shown. The grey band indicates the total pre-fit uncertainty obtained from the systematic sources previously described. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The grey band indicates the total background uncertainty after performing the fit. The blue histogram (upper panel) and solid line (lower panel) indicate the total signal extracted from the fit with ${m_{\mathrm{H}}} = $ 125.38 GeV. |
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Figure 2:
The observed DNN output distribution for data collected in 2016 (first row, left), 2017 (first row, right), and 2018 (second row) in the VBF-SB region compared to the post-fit background estimate from SM processes. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. The description of the three panels is the same as in Fig. 1. |
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Figure 2-a:
The observed DNN output distribution for data collected in 2016 in the VBF-SB region compared to the post-fit background estimate from SM processes. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. The description of the three panels is the same as in Fig. 1. |
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Figure 2-b:
The observed DNN output distribution for data collected in 2017 in the VBF-SB region compared to the post-fit background estimate from SM processes. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. The description of the three panels is the same as in Fig. 1. |
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Figure 2-c:
The observed DNN output distribution for data collected in 2018 in the VBF-SB region compared to the post-fit background estimate from SM processes. The predicted backgrounds are obtained from a S+B fit performed across analysis regions and years. The description of the three panels is the same as in Fig. 1. |
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Figure 3:
The observed DNN output distribution in the VBF-SB (left) and VBF-SR (right) regions for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes with ${m_{\mathrm{H}}} = $ 125.38 GeV are overlaid. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ signal contribution for ${m_{\mathrm{H}}} = $ 125.38 GeV is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
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Figure 3-a:
The observed DNN output distribution in the VBF-SB region for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes with ${m_{\mathrm{H}}} = $ 125.38 GeV are overlaid. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ signal contribution for ${m_{\mathrm{H}}} = $ 125.38 GeV is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
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Figure 3-b:
The observed DNN output distribution in the VBF-SR region for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes with ${m_{\mathrm{H}}} = $ 125.38 GeV are overlaid. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ signal contribution for ${m_{\mathrm{H}}} = $ 125.38 GeV is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
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Figure 4:
Left: the observed BDT output distribution compared to the prediction from the simulation of various SM background processes. Dimuon events passing the event selection requirements of the ggH category, with $m_{\mu \mu}$ between 110-150 GeV, are considered. The expected distributions for ggH, VBF, and other signal processes are overlaid. The grey vertical bands indicate the range between the minimum and maximum BDT output values used to define the boundaries for the optimized event categories for different data-taking periods. In the lower panel, the ratio between data and the expected background is shown. The grey band indicates the uncertainty due to the limited size of the simulated samples. The azure band corresponds to the sum in quadrature between the statistical and experimental systematic uncertainties, while the orange band additionally includes the theoretical uncertainties affecting the background prediction. Right: the signal shape model for the simulated ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ sample with ${m_{\mathrm{H}}} =$ 125 GeV in the best (red) and the worst (blue) resolution categories. |
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Figure 4-a:
The observed BDT output distribution compared to the prediction from the simulation of various SM background processes. Dimuon events passing the event selection requirements of the ggH category, with $m_{\mu \mu}$ between 110-150 GeV, are considered. The expected distributions for ggH, VBF, and other signal processes are overlaid. The grey vertical bands indicate the range between the minimum and maximum BDT output values used to define the boundaries for the optimized event categories for different data-taking periods. In the lower panel, the ratio between data and the expected background is shown. The grey band indicates the uncertainty due to the limited size of the simulated samples. The azure band corresponds to the sum in quadrature between the statistical and experimental systematic uncertainties, while the orange band additionally includes the theoretical uncertainties affecting the background prediction. |
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Figure 4-b:
The signal shape model for the simulated ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ sample with ${m_{\mathrm{H}}} =$ 125 GeV in the best (red) and the worst (blue) resolution categories. |
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Figure 5:
Comparison between the data and the total background extracted from a S+B fit performed across the various ggH subcategories. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after background subtraction and the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 5-a:
Comparison between the data and the total background extracted from a S+B fit performed across the ggH-cat1 subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after background subtraction and the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 5-b:
Comparison between the data and the total background extracted from a S+B fit performed across the ggH-cat2 subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after background subtraction and the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 5-c:
Comparison between the data and the total background extracted from a S+B fit performed across the ggH-cat3 subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after background subtraction and the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 5-d:
Comparison between the data and the total background extracted from a S+B fit performed across the ggH-cat4 subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after background subtraction and the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 5-e:
Comparison between the data and the total background extracted from a S+B fit performed across the ggH-cat5 subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after background subtraction and the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 6:
The observed BDT output distribution in the ttH hadronic (left) and leptonic (right) categories compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the Higgs boson with ${m_{\mathrm{H}}} = $ 125 GeV are overlaid. The dashed vertical lines indicate the boundaries of the optimized event categories. The description of the ratio panels is the same as in Fig. 4. |
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Figure 6-a:
The observed BDT output distribution in the ttH hadronic category compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the Higgs boson with ${m_{\mathrm{H}}} = $ 125 GeV are overlaid. The dashed vertical lines indicate the boundaries of the optimized event categories. The description of the ratio panels is the same as in Fig. 4. |
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Figure 6-b:
The observed BDT output distribution in the ttH leptonic category compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the Higgs boson with ${m_{\mathrm{H}}} = $ 125 GeV are overlaid. The dashed vertical lines indicate the boundaries of the optimized event categories. The description of the ratio panels is the same as in Fig. 4. |
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Figure 7:
Comparison between the data and the total background extracted from a S+B fit performed across the various ttH hadronic and leptonic event subcategories. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 7-a:
Comparison between the data and the total background extracted from a S+B fit performed across the ttHhad-cat1 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 7-b:
Comparison between the data and the total background extracted from a S+B fit performed across the ttHhad-cat2 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 7-c:
Comparison between the data and the total background extracted from a S+B fit performed across the ttHhad-cat3 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 7-d:
Comparison between the data and the total background extracted from a S+B fit performed across the ttHlep-cat1 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 7-e:
Comparison between the data and the total background extracted from a S+B fit performed across the ttHlep-cat2 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 8:
The observed BDT output distribution in the WH (left) and ZH (right) categories compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the Higgs boson with ${m_{\mathrm{H}}} = $ 125 GeV are overlaid. The description of the ratio panel is the same as in Fig. 4. The dashed vertical lines indicate the boundaries of the optimized event categories. |
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Figure 8-a:
The observed BDT output distribution in the WH category compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the Higgs boson with ${m_{\mathrm{H}}} = $ 125 GeV are overlaid. The description of the ratio panel is the same as in Fig. 4. The dashed vertical lines indicate the boundaries of the optimized event categories. |
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Figure 8-b:
The observed BDT output distribution in the ZH category compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the Higgs boson with ${m_{\mathrm{H}}} = $ 125 GeV are overlaid. The description of the ratio panel is the same as in Fig. 4. The dashed vertical lines indicate the boundaries of the optimized event categories. |
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Figure 9:
Comparison between the data and the total background extracted from a S+B fit performed across the various WH and ZH event subcategories. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 9-a:
Comparison between the data and the total background extracted from a S+B fit performed across the various WH-cat1 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 9-b:
Comparison between the data and the total background extracted from a S+B fit performed across the various WH-cat2 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 9-c:
Comparison between the data and the total background extracted from a S+B fit performed across the various WH-cat3 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 9-d:
Comparison between the data and the total background extracted from a S+B fit performed across the various ZH-cat1 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 9-e:
Comparison between the data and the total background extracted from a S+B fit performed across the various ZH-cat2 event subcategory. The one (green) and two (yellow) standard deviation bands include the uncertainties in the background component of the fit. The lower panel shows the residuals after the background subtraction, where the red line indicates the signal with ${m_{\mathrm{H}}} = $ 125.38 GeV extracted from the fit. |
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Figure 10:
Left: observed local $p$-values as a function of $ {m_{\mathrm{H}}} $, extracted from the combined fit as well as from each individual production category, are shown. The solid markers indicate the mass points for which the observed $p$-values are computed. Right: the expected $p$-values are calculated using the background expectation obtained from the S+B fit and injecting a signal with ${m_{\mathrm{H}}} = $ 125.38 GeV and $\mu = $ 1. |
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Figure 10-a:
Observed local $p$-values as a function of $ {m_{\mathrm{H}}} $, extracted from the combined fit as well as from each individual production category, are shown. The solid markers indicate the mass points for which the observed $p$-values are computed. |
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Figure 10-b:
The expected $p$-values are calculated using the background expectation obtained from the S+B fit and injecting a signal with ${m_{\mathrm{H}}} = $ 125.38 GeV and $\mu = $ 1. |
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Figure 11:
Left: signal strength modifiers measured for ${m_{\mathrm{H}}} = $ 125.38 GeV in each production category (black points) are compared to the result of the combined fit (solid red line) and the SM expectation (dashed grey line). Right: scan of the profiled likelihood ratio as a function of $\mu _{\mathrm{g} \mathrm{g} \mathrm{H},{\mathrm{t} {}\mathrm{\bar{t}}} \mathrm{H}}$ and $\mu _{\mathrm {VBF},{\mathrm{VH}}}$ with the corresponding 1$\sigma $ and 2$\sigma $ uncertainty contours. The black cross indicates the best fit values $(\hat{\mu}_{\mathrm{g} \mathrm{g} \mathrm{H},{\mathrm{t} {}\mathrm{\bar{t}}} \mathrm{H}},\hat{\mu}_{\mathrm {VBF},{\mathrm{VH}}})=$ (0.66,1.84), while the red circle represents the SM expectation. |
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Figure 11-a:
Signal strength modifiers measured for ${m_{\mathrm{H}}} = $ 125.38 GeV in each production category (black points) are compared to the result of the combined fit (solid red line) and the SM expectation (dashed grey line). |
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Figure 11-b:
Scan of the profiled likelihood ratio as a function of $\mu _{\mathrm{g} \mathrm{g} \mathrm{H},{\mathrm{t} {}\mathrm{\bar{t}}} \mathrm{H}}$ and $\mu _{\mathrm {VBF},{\mathrm{VH}}}$ with the corresponding 1$\sigma $ and 2$\sigma $ uncertainty contours. The black cross indicates the best fit values $(\hat{\mu}_{\mathrm{g} \mathrm{g} \mathrm{H},{\mathrm{t} {}\mathrm{\bar{t}}} \mathrm{H}},\hat{\mu}_{\mathrm {VBF},{\mathrm{VH}}})=$ (0.66,1.84), while the red circle represents the SM expectation. |
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Figure 12:
Left: the $m_{\mu \mu}$ distribution for the weighted combination of VBF-SB and VBF-SR events. Each event is weighted proportionally to the S/(S+B) ratio, calculated as a function of the mass-decorrelated DNN output. The lower panel shows the residuals after subtracting the background prediction from the S+B fit. The best fit ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ signal contribution is indicated by the blue line and histogram, while the grey band indicates the total background uncertainty from the background-only fit. Right: the $m_{\mu \mu}$ distribution for the weighted combination of all event categories. The lower panel shows the residuals after background subtraction, with the best fit SM ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ signal contribution for ${m_{\mathrm{H}}} = $ 125.38 GeV indicated by the red line. |
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Figure 12-a:
The $m_{\mu \mu}$ distribution for the weighted combination of VBF-SB and VBF-SR events. Each event is weighted proportionally to the S/(S+B) ratio, calculated as a function of the mass-decorrelated DNN output. The lower panel shows the residuals after subtracting the background prediction from the S+B fit. The best fit ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ signal contribution is indicated by the blue line and histogram, while the grey band indicates the total background uncertainty from the background-only fit. |
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Figure 12-b :
The $m_{\mu \mu}$ distribution for the weighted combination of all event categories. The lower panel shows the residuals after background subtraction, with the best fit SM ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ signal contribution for ${m_{\mathrm{H}}} = $ 125.38 GeV indicated by the red line. |
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Figure 13:
Observed (solid black) and expected (dashed black) local $p$-values as a function of $ {m_{\mathrm{H}}} $, extracted from the combined fit performed on data recorded at $\sqrt {s}=$ 7, 8, and 13 TeV, are shown. The expected $p$-values are calculated using the background expectation obtained from the S+B fit and injecting a signal with ${m_{\mathrm{H}}} =$ 125.38 GeV and $\mu =$ 1. |
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Figure 14:
Left: the observed profile likelihood ratio as a function of $\kappa _{\mu}$ for ${m_{\mathrm{H}}} = $ 125.38 GeV, obtained from a combined fit with Ref. [10] in the $\kappa $-framework. The best fit value for $\kappa _{\mu}$ is 1.07 and the corresponding observed 68% CL interval is 0.85 $ < \kappa _{\mu} < $ 1.29. Right: the best fit estimates for the reduced coupling modifiers extracted for fermions and weak bosons from the resolved $\kappa $-framework compared to their corresponding prediction from the SM. The error bars represent 68% CL intervals for the measured parameters. In the lower panel, the ratios of the measured coupling modifiers values to their SM predictions are shown. |
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Figure 14-a:
The observed profile likelihood ratio as a function of $\kappa _{\mu}$ for ${m_{\mathrm{H}}} = $ 125.38 GeV, obtained from a combined fit with Ref. [10] in the $\kappa $-framework. The best fit value for $\kappa _{\mu}$ is 1.07 and the corresponding observed 68% CL interval is 0.85 $ < \kappa _{\mu} < $ 1.29. |
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Figure 14-b:
The best fit estimates for the reduced coupling modifiers extracted for fermions and weak bosons from the resolved $\kappa $-framework compared to their corresponding prediction from the SM. The error bars represent 68% CL intervals for the measured parameters. In the lower panel, the ratios of the measured coupling modifiers values to their SM predictions are shown. |
Tables | |
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Table 1:
Summary of the kinematic selections used to define the VBF-SB and VBF-SR regions. |
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Table 2:
Event yields in each bin or in group of bins defined along the DNN output in the VBF-SR for various processes. The expected signal contribution for ${m_{\mathrm{H}}} = $ 125.38 GeV (S), produced via VBF and ggH modes and assuming SM cross sections and ${{\mathcal {B}(\mathrm{H} \to \mu ^{+}\mu ^{-})}}$, is shown. The background yields (B) and the corresponding uncertainties ($\Delta \mathrm {B}$) are obtained after performing a combined S+B fit across the VBF-SR and VBF-SB regions and each data-taking period. The observed event yields, S/(S+B) ratios and ${\mathrm {S}/\sqrt {\smash [b]{\mathrm {{B}}}}}$ ratios are also reported. |
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Table 3:
Summary of the kinematic selections used to define the ggH production category. |
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Table 4:
The total expected number of signal events with ${m_{\mathrm{H}}} = $ 125.38 GeV (S), the ratio of the expected contributions from different production modes to the total signal yield ("Other'' represents the sum of VH, ttH, and bbH contributions), the HWHM of the signal peak, the estimated number of background events (B) and the observation in data within HWHM, and the S/(S+B) and the ${\mathrm {S}/\sqrt {\smash [b]{\mathrm {B}}}}$ ratios within HWHM, for each of the optimized ggH event categories. |
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Table 5:
Summary of the kinematic requirements used to define the ttH hadronic and leptonic production categories |
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Table 6:
The total expected number of signal events with ${m_{\mathrm{H}}} = $ 125.38 GeV (S), the ratio of the expected contributions from different production modes to the total signal yield ("Other'' represents the sum of tH, VBF, and bbH contributions), the HWHM of the signal peak, the functional form used for the background modelling, the estimated number of background events (B) and the observed number of events within HWHM, and the S/(S+B) and $\mathrm {S}/\sqrt {\smash [b]{\mathrm {B}}}$ ratios computed within the HWHM of the signal peak, for each of the optimized event categories defined along the ttH hadronic and leptonic BDT outputs. |
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Table 7:
Summary of the kinematic selection used to define the WH and ZH production categories. |
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Table 8:
The total expected number of signal events with ${m_{\mathrm{H}}} = $ 125.38 GeV (S), the ratio of the expected contributions from different production modes to the total signal yield, the HWHM of the signal peak, the functional form used for the background modelling, the estimated number of background events (S) and the observed number of events within HWHM, and the S/(S+B) and the ${\mathrm {S}/\sqrt {\smash [b]{\mathrm {B}}}}$ ratios computed within the HWHM of the signal peak for each of the optimized event categories defined along the WH and ZH BDT outputs. |
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Table 9:
Major sources of uncertainty in the measurement of the signal strength $\mu $ and their impact. The total post-fit uncertainty on $\mu $ is divided into the statistical and systematic components. The systematic component is further separated into three parts depending on the origin of the different sources of uncertainty: experimental, theoretical, and size of the simulated samples. The uncertainty due to the limited statistics of the simulated samples only affects the VBF category results. |
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Table 10:
Observed and expected significances for the incompatibility with the background-only hypothesis for ${m_{\mathrm{H}}} = $ 125.38 GeV and the corresponding 95% CL upper limits on $\mu $ (in the absence of ${{\mathrm{H} \to \mu ^{+}\mu ^{-}}}$ decays) for each production category, as well as for the 13 TeV and the 7+8+13 TeV combined fits. |
Summary |
Evidence for Higgs boson decay to a pair of muons is presented. This result combines searches in four exclusive categories targeting the production of the Higgs boson via gluon fusion, via vector boson fusion, in association with a vector boson, and in association with a top quark-antiquark pair. The analysis is performed using proton-proton collision data at $\sqrt{s}=$ 13 TeV, corresponding to an integrated luminosity of 137 fb$^{-1}$, recorded by the CMS experiment at the CERN LHC. An excess of events over the background expectation is observed in data with a significance of 3.0 standard deviations, where the expectation for the standard model (SM) Higgs boson with mass of 125.38 GeV is 2.5. The combination of this result with that from data recorded at $\sqrt{s} = $ 7 and 8 TeV, corresponding to integrated luminosities of 5.1 and 19.7 fb$^{-1}$, respectively, increases both the expected and observed significances by 1%. The measured signal strength, relative to the SM prediction, is 1.19$^{+0.40}_{-0.39}$ (stat)$^{+0.15}_{-0.14}$ (syst). This result constitutes the first evidence for the decay of the Higgs boson to second generation fermions and is the most precise measurement of the Higgs boson coupling to muons reported to date. |
Additional Figures | |
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Additional Figure 1:
Left: the shapes of the BDT discriminant in signal (blue) and background (red) events are obtained by summing the expectations from the various signal and background processes, respectively. The grey vertical boxes indicate the range of variation of the BDT boundaries for the optimized event categories defined in each data-taking period. In the lower panel, the ${\mathrm {S}/\sqrt {\mathrm {B}}}$ per category, calculated by integrating signal and background expected events inside the hwhm range around the signal peak, is reported. Right: the signal shape model for the simulated $ {{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}} $ sample with ${m_{{\mathrm {H}}}} =$ 125 GeV for the weighted sum of all ggH event categories. Events are weighted per category according to the expected S/(S+B), computed within the hwhm range of the signal peak. |
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Additional Figure 1-a:
The shapes of the BDT discriminant in signal (blue) and background (red) events are obtained by summing the expectations from the various signal and background processes, respectively. The grey vertical boxes indicate the range of variation of the BDT boundaries for the optimized event categories defined in each data-taking period. In the lower panel, the ${\mathrm {S}/\sqrt {\mathrm {B}}}$ per category, calculated by integrating signal and background expected events inside the hwhm range around the signal peak, is reported. |
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Additional Figure 1-b:
The signal shape model for the simulated $ {{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}} $ sample with ${m_{{\mathrm {H}}}} =$ 125 GeV for the weighted sum of all ggH event categories. Events are weighted per category according to the expected S/(S+B), computed within the hwhm range of the signal peak. |
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Additional Figure 2:
Distribution of the WH (left) and ZH (right) BDT outputs in signal (blue) and background (red) simulated events. The dashed vertical lines indicate the boundaries of the optimized event categories. In the lower panel, the ${\mathrm {S}/\sqrt {\mathrm {B}}}$ per category, obtained by integrating signal and background expected events in the HWHM range around the signal peak, is reported. |
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Additional Figure 2-a:
Distribution of the WH BDT outputs in signal (blue) and background (red) simulated events. The dashed vertical lines indicate the boundaries of the optimized event categories. In the lower panel, the ${\mathrm {S}/\sqrt {\mathrm {B}}}$ per category, obtained by integrating signal and background expected events in the HWHM range around the signal peak, is reported. |
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Additional Figure 2-b:
Distribution of the ZH BDT outputs in signal (blue) and background (red) simulated events. The dashed vertical lines indicate the boundaries of the optimized event categories. In the lower panel, the ${\mathrm {S}/\sqrt {\mathrm {B}}}$ per category, obtained by integrating signal and background expected events in the HWHM range around the signal peak, is reported. |
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Additional Figure 3:
Distribution of the ttH hadronic (left) and ttH leptonic (right) BDT outputs in signal (blue) and background (red) simulated events. The dashed vertical lines indicate the boundaries of the optimized event categories. In the lower panel, the ${\text {S}/\sqrt {\smash [b]{\text {B}}}}$ obtained by integrating signal and background expected events inside the hwhm range of the signal peak, is reported. |
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Additional Figure 3-a:
Distribution of the ttH hadronic BDT outputs in signal (blue) and background (red) simulated events. The dashed vertical lines indicate the boundaries of the optimized event categories. In the lower panel, the ${\text {S}/\sqrt {\smash [b]{\text {B}}}}$ obtained by integrating signal and background expected events inside the hwhm range of the signal peak, is reported. |
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Additional Figure 3-b:
Distribution of the ttH leptonic BDT outputs in signal (blue) and background (red) simulated events. The dashed vertical lines indicate the boundaries of the optimized event categories. In the lower panel, the ${\text {S}/\sqrt {\smash [b]{\text {B}}}}$ obtained by integrating signal and background expected events inside the hwhm range of the signal peak, is reported. |
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Additional Figure 4:
Expected fraction of signal events per production mode in the different event categories for $m_{{\mathrm {H}}} = $ 125.38 GeV. The VBF category is split into four independent entries grouping the content of the bins defined along the DNN output in the VBF-SR. The tH contribution is defined as the sum of tHq and tHW processes. |
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Additional Figure 5:
Expected S/(S+B) and $\text {S}/\sqrt {\text {B}}$ ratios in each event category, where S and B indicate the number of expected signal with $m_{{\mathrm {H}}} = $ 125.38 GeV and estimated background events, respectively. In the ggH, VH, and ttH categories, signal and background yields are obtained by integrating the corresponding expectations inside the hwhm range around the signal peak. In contrast, in the VBF category events are split into four subcategories, grouping the expected signal and the predicted background yields in each bin defined along the DNN output in the VBF-SR. |
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Additional Figure 6:
The observed DNN output distributions in the VBF-SR for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes are overlaid. The prediction for different Higgs boson mass hypotheses are reported: ${m_{{\mathrm {H}}}} = $ 125.1 GeV (upper left), ${m_{{\mathrm {H}}}} = $ 125.3 GeV (upper right), ${m_{{\mathrm {H}}}} = $ 125.5 GeV (lower left), and ${m_{{\mathrm {H}}}} = $ 125.7 GeV (lower right). These mass values differ by about $ \pm $1$ \sigma $ and $ \pm $2$ \sigma $ from the most precise measurement of the Higgs boson mass of ${m_{{\mathrm {H}}}} = $ 125.38 $\pm$ 0.14 GeV. As described in the text, for each tested mass point the DNN employed in the VBF-SR is reevaluated, producing a different observed distribution as well as alternative templates for signal and background processes. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
png pdf |
Additional Figure 6-a:
The observed DNN output distributions in the VBF-SR for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes are overlaid. The prediction is reported for the ${m_{{\mathrm {H}}}} = $ 125.1 GeV Higgs boson mass hypothesis, which differ by about $ \pm $2$ \sigma $ from the most precise measurement of the Higgs boson mass of ${m_{{\mathrm {H}}}} = $ 125.38 $\pm$ 0.14 GeV. As described in the text, the DNN employed in the VBF-SR is reevaluated for this mass point, producing a different observed distribution as well as alternative templates for signal and background processes. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
png pdf |
Additional Figure 6-b:
The observed DNN output distributions in the VBF-SR for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes are overlaid. The prediction is reported for the ${m_{{\mathrm {H}}}} = $ 125.3 GeV Higgs boson mass hypothesis, which differ by about $ \pm $1$ \sigma $ from the most precise measurement of the Higgs boson mass of ${m_{{\mathrm {H}}}} = $ 125.38 $\pm$ 0.14 GeV. As described in the text, the DNN employed in the VBF-SR is reevaluated for this mass point, producing a different observed distribution as well as alternative templates for signal and background processes. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
png pdf |
Additional Figure 6-c:
The observed DNN output distributions in the VBF-SR for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes are overlaid. The prediction is reported for the ${m_{{\mathrm {H}}}} = $ 125.5 GeV Higgs boson mass hypothesis, which differ by about $ \pm $1$ \sigma $ from the most precise measurement of the Higgs boson mass of ${m_{{\mathrm {H}}}} = $ 125.38 $\pm$ 0.14 GeV. As described in the text, the DNN employed in the VBF-SR is reevaluated for this mass point, producing a different observed distribution as well as alternative templates for signal and background processes. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
png pdf |
Additional Figure 6-d:
The observed DNN output distributions in the VBF-SR for the combination of 2016, 2017, and 2018 data, compared to the post-fit prediction from SM processes. The post-fit distributions for the Higgs boson signal produced via ggH (solid red) and VBF (solid black) modes are overlaid. The prediction is reported for the ${m_{{\mathrm {H}}}} = $ 125.7 GeV Higgs boson mass hypothesis, which differ by about $ \pm $2$ \sigma $ from the most precise measurement of the Higgs boson mass of ${m_{{\mathrm {H}}}} = $ 125.38 $\pm$ 0.14 GeV. As described in the text, the DNN employed in the VBF-SR is reevaluated for this mass point, producing a different observed distribution as well as alternative templates for signal and background processes. The lower panel shows the ratio between data and the post-fit background prediction from the S+B fit. The best fit ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution is indicated by the blue histogram (upper panel) and solid line (lower panel), while the grey band indicates the total background uncertainty. |
png pdf |
Additional Figure 7:
Left: the $m_{\mu \mu}$ distribution for the weighted combination of ggH event categories. Categories are weighted proportionally to the S/(S+B) ratio, where S and B are the number of expected signal and background events with mass within HWHM of the expected signal peak with ${m_{{\mathrm {H}}}} = $ 125.38 GeV. Right: the $m_{\mu \mu}$ distribution for a similar weighted combination of VH event categories. The lower panels show the residuals after background subtraction, with the best-fit SM ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution with ${m_{{\mathrm {H}}}} = $ 125.38 GeV indicated by the red line. |
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Additional Figure 7-a:
The $m_{\mu \mu}$ distribution for the weighted combination of ggH event categories. Categories are weighted proportionally to the S/(S+B) ratio, where S and B are the number of expected signal and background events with mass within HWHM of the expected signal peak with ${m_{{\mathrm {H}}}} = $ 125.38 GeV. |
png pdf |
Additional Figure 7-b:
The $m_{\mu \mu}$ distribution for a similar weighted combination of VH event categories. The lower panels show the residuals after background subtraction, with the best-fit SM ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution with ${m_{{\mathrm {H}}}} = $ 125.38 GeV indicated by the red line. |
png pdf |
Additional Figure 8:
Left: the $m_{\mu \mu}$ distribution for the weighted combination of ttH event categories. Categories are weighted proportionally to the S/(S+B) ratio, where S and B are the number of expected signal and background events with mass within HWHM of the expected signal peak with ${m_{{\mathrm {H}}}} = $ 125.38 GeV. Right: the $m_{\mu \mu}$ distribution for a similar weighted combination of ggH, VH, and ttH event categories. The lower panels show the residuals after background subtraction, with the best-fit SM ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution with ${m_{{\mathrm {H}}}} = $ 125.38 GeV indicated by the red line. |
png pdf |
Additional Figure 8-a:
The $m_{\mu \mu}$ distribution for the weighted combination of ttH event categories. Categories are weighted proportionally to the S/(S+B) ratio, where S and B are the number of expected signal and background events with mass within HWHM of the expected signal peak with ${m_{{\mathrm {H}}}} = $ 125.38 GeV. |
png pdf |
Additional Figure 8-b:
The $m_{\mu \mu}$ distribution for a similar weighted combination of ggH, VH, and ttH event categories. The lower panels show the residuals after background subtraction, with the best-fit SM ${{{\mathrm {H}} \to \mu ^{+}\mu ^{-}}}$ signal contribution with ${m_{{\mathrm {H}}}} = $ 125.38 GeV indicated by the red line. |
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Additional Figure 9:
Profile likelihood ratios as a function of $\mu $ for ${m_{{\mathrm {H}}}} = $ 125.38 GeV, where the solid curves represent the observation in data and the dashed line represents the expected result from the combined signal-plus-background fit. The observed likelihood scans are reported for the full combination (black), as well as for the individual ggH, VBF, VH,and ttH categories. |
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Additional Figure 10:
Observed local p-values as a function of $ {m_{{\mathrm {H}}}} $ are shows as extracted from the combined fit performed on data recorded at $\sqrt {s}=$ 7, 8, and 13 TeV (black solid line), as well as from each individual production category of the 13 TeV analysis (blue, red, orange, and green solid lines) and for the 7+8 TeV result (magenta solid line). |
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Additional Figure 11:
Relative impact of systematic uncertainties on the Higgs boson signal strength ($\mu $) obtained from the combined {S+B} fit performed across ggH, VBF, ttH, and VH categories. The fifteen most relevant systematic uncertainties are reported in order of decreasing impact on $\mu $ (right panel). Freely floating rate and shape parameters describing the total background in the ggH, ttH, and VH categories are discarded. The impact of each source of uncertainty is defined as the maximum difference in the fitted value of the signal strength obtained by varying the associated nuisance parameter within one standard deviation of its maximum likelihood estimate. The left panel shows the deviation of the best fit estimate for the nuisance parameters from their nomianl values ($\theta _{0}$) relative to their nominal (pre-fit) uncertainty. The associated black error bars show the ratio between the post-fit and the pre-fit uncertainties, while the red error bars indicate the pre-fit estimate for these uncertainties. The rates of the Drell-Yan background component arising from events in which either both or one of the two VBF jets cannot be matched with a jet at the generator level are freely floating in the fit. Therefore, only their post-fit values and corresponding uncertainties are reported. |
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Additional Figure 12:
The best-fit estimates for the reduced coupling modifiers extracted for fermions and weak bosons from the resolved $\kappa $-framework model compared to their corresponding prediction from the SM. The green points represent the coupling modifiers for the interactions between the Higgs and vector bosons, while the red, magenta, and blue points refer to the couplings with muons, taus, and quarks of the third generation, respectively. The associated error bars represent 68% CL intervals for the measured parameters. The lower panel shows the ratios of the measured coupling modifiers values to their SM predictions. |
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Additional Figure 13:
The expected $m_{\mu \mu}$ distributions in simulated signal events with ${m_{{\mathrm {H}}}} =$ 125 GeV, passing the event selection requirements described in Section 5, obtained with (solid) and without (dashed) including the interaction point as an additional constraint for the muon track. Left: ggH and VBF processes. Right: VH and ttH. The signal peak is modelled using a double-sided Crystal Ball parametric function. The inclusive improvement in the mass resolution, estimated by comparing the HWHM of the corresponding signal peaks, ranges between 5-10% depending on the production mode. |
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Additional Figure 13-a:
The expected $m_{\mu \mu}$ distributions in simulated signal events with ${m_{{\mathrm {H}}}} =$ 125 GeV, passing the event selection requirements described in Section 5, obtained with (solid) and without (dashed) including the interaction point as an additional constraint for the muon track: ggH and VBF processes. The signal peak is modelled using a double-sided Crystal Ball parametric function. The inclusive improvement in the mass resolution, estimated by comparing the HWHM of the corresponding signal peaks, ranges between 5-10% depending on the production mode. |
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Additional Figure 13-b:
The expected $m_{\mu \mu}$ distributions in simulated signal events with ${m_{{\mathrm {H}}}} =$ 125 GeV, passing the event selection requirements described in Section 5, obtained with (solid) and without (dashed) including the interaction point as an additional constraint for the muon track: VH and ttH processes. The signal peak is modelled using a double-sided Crystal Ball parametric function. The inclusive improvement in the mass resolution, estimated by comparing the HWHM of the corresponding signal peaks, ranges between 5-10% depending on the production mode. |
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Additional Figure 14:
Event in which a candidate Higgs boson produced via vector boson fusion (VBF) decays into a pair of muons, indicated by the solid red lines, with an invariant mass of 125.01 GeV and per-event mass uncertainty of 1.83 GeV. The two forward VBF-jet candidates are depicted by the orange cones whose invariant mass (${m_{\text {jj}}}$) is 2.19 TeV. No additional leptons (electrons or muons) with ${p_{\mathrm {T}}} > $ 20 GeV are present in the event. |
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Additional Figure 15:
Event in which a candidate Higgs boson produced via gluon fusion (ggH) decays into a pair of muons, indicated by the solid red lines, with an invariant mass of 125.46 GeV and per-event mass uncertainty of 1.13 GeV. The two muons are emitted back-to-back with respect to the interaction point. No additional jets with ${p_{\mathrm {T}}} > $ 25 GeV or leptons (electrons or muons) with ${p_{\mathrm {T}}} > $ 20 GeV are present in the event. |
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Additional Figure 16:
Event in which a candidate Higgs boson produced in association with a $ {{\mathrm {t}\overline {\mathrm {t}}}} $ pair (ttH) decays into a pair of muons, indicated by the solid red lines, while both top quarks decay hadronically. The $m_{\mu \mu}$ of the Higgs candidate is 125.40 GeV and the corresponding per-event mass uncertainty is 1.24 GeV. Jets produced by the hadronic decays of the two top quarks are depicted by the orange cones. No additional leptons (electrons or muons) with ${p_{\mathrm {T}}} > $ 20 GeV are present in the event. |
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Additional Figure 17:
Event in which a candidate Higgs boson produced in association with a $ {{\mathrm {t}\overline {\mathrm {t}}}} $ pair (ttH) decays into a pair of muons, indicated by the solid red lines, with an invariant mass of 125.30 GeV and per-event mass uncertainty of 1.22 GeV. One of the two top quarks produces in its decay an electron, indicated by the solid green line, and a neutrino that yields missing transverse energy depicted by the pink arrow. The other top quark candidate decays into jets indicated by the the orange cones. No additional leptons (electrons or muons) with ${p_{\mathrm {T}}} > $ 20 GeV are present in the event. |
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Additional Figure 18:
Event in which a candidate Higgs boson produced in association with a W boson (WH) decays into a pair of muons, indicated by the solid red lines, with an invariant mass of 123.18 GeV and per-event mass uncertainty of 1.03 GeV. The W boson candidate decays leptonically into an electron and a neutrino. The two muons are emitted back-to-back with respect to the interaction point. The electron is indicated by a solid green line, while the missing transverse energy produced by the presence of the neutrino is depicted by the pink arrow. No additional leptons (electrons or muons) with ${p_{\mathrm {T}}} > $ 20 GeV or jets with ${p_{\mathrm {T}}} > $ 25 GeV are present in the event. |
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Additional Figure 19:
Event in which a candidate Higgs boson produced in association with a Z boson (ZH) decays into a pair of muons, indicated by the solid red lines, with an invariant mass of 125.69 GeV and per-event mass uncertainty of 1.55 GeV. The Z boson candidate instead decays leptonically into pair of electrons indicated by the solid green lines. No additional leptons (electrons or muons) with ${p_{\mathrm {T}}} > $ 20 GeV or jets with ${p_{\mathrm {T}}} > $ 25 GeV are present in the event. |
Additional Tables | |
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Additional Table 1:
Summary of the simulations used to derive the central prediction for the different Higgs boson signal and SM background processes. The accuracy of the inclusive cross section used for each process, as well as higher-order additional corrections when used, are also provided. |
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Additional Table 2:
Summary of the systematic uncertainties considered in the analysis, the production categories and the processes they are affecting, their corresponding type in each category (affecting either the total rate or the shape of the distributions), and their correlation across processes and data-taking periods. Detailed information on how they are estimated is given in the text. |
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