Chapter 5: First evidence of a Higgs boson decay to a pair of muons
5.7.2 VH production
Events considered in the V๐ป category contain at least two muons passing the selection requirements listed in Sec.5.3and Sec.5.5. The VH category is required to be orthogonal to all other categories in the analysis. Events are also required to have at least one additional lepton (electron or muon), which is expected from the leptonic decay of the W or Z boson. Electrons and muons are required to pass
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Figure 5.35: Comparison between the observed data and the total background extracted from a signal-plus-background fit performed across the๐๐ ๐ป categories.
First row, from left to right: ๐๐ ๐ป-cat1,๐๐ ๐ป-cat2, and๐๐ ๐ป-cat3. Second row, from left to right: ๐๐ ๐ป-cat4 and ๐๐ ๐ป-cat5. 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 with๐๐ป =125.38 GeV extracted from the fit.
the medium WP of a multivariate discriminant developed to identify and suppress non-prompt leptons [164], with a selection efficiency of about 90 (85)% per prompt muon (electron).
Events containing exactly one additional lepton belong to the W๐ป category. If the additional lepton is a muon, the two pairs of oppositely charged muons are required to have ๐๐ ๐ >12 GeV to suppress background events from quarkonium decays.
Moreover, neither of the two oppositely charged muon pairs can have an invariant mass consistent with๐๐ within 10 GeV. Finally, at least one of these two muon pairs must have ๐๐ ๐ in the range 110โ150 GeV. If both๐๐ ๐ pairs satisfy this criterion, the highest-๐
T pair is considered as the Higgs boson candidate. If the additional lepton is an electron, the only requirement imposed is that 110 < ๐๐ ๐ < 150 GeV.
The๐ ๐ป category targets signal events where the Higgs boson is produced in asso- ciation with a Z boson that decays to a pair of electrons or muons. Events in the
๐ ๐ปcategory are therefore required to contain four leptons, with a combined lepton number and electric charge of zero. The invariant mass of each pair of same-flavour opposite-charge leptons is required to be greater than 12 GeV. An event is rejected if it does not contain exactly one pair of same-flavour and oppositely charged lep- tons with invariant mass compatible with the Z boson within 10 (20) GeV for muon (electron) pairs. In addition, each event must contain one oppositely charged muon pair satisfying 110< ๐๐ ๐ < 150 GeV. For events with four muons, the muon pair with ๐๐ ๐ closer to๐๐ is chosen as the Z boson candidate, while the other muon pair is selected as the Higgs boson candidate. A summary of the selection criteria applied in the W๐ปand๐ ๐ปproduction categories is reported in Table5.5.
Selection W๐ป leptonic ๐ ๐ปleptonic
๐ ๐ ๐ ๐ ๐e 4๐ 2๐2e Number of loose (medium)๐-tagged jets โค 1(0) โค 1 (0) โค 1(0) โค 1(0)
N(๐) passing id.+iso. 3 2 4 2
N(e) passing id.+iso. 0 1 0 2
Lepton charge ร
๐(โ) =ยฑ1 ร
๐(โ) =0
Low mass resonance veto ๐โโ > 12 GeV
N(๐+๐โ)pairs with 110< ๐๐ ๐ <150 GeV โฅ 1 1 โฅ 1 1 N(๐+๐โ)pairs with|๐๐ ๐โ๐๐|< 10 GeV| 0 0 1 0 N(e+eโ)pairs with|๐
eeโ๐๐|< 20 GeV| 0 0 0 1
Table 5.5: Summary of the kinematic selection used to define the W๐ป and ๐ ๐ป production categories.
The main backgrounds of the WH category are the WZ (off-shell Z boson decay), ZZ (one lepton is not reconstructed) and the DY process (with associated lepton production). The main backgrounds of the ZH category are the ZZ and ggZZ processes.
5.7.2.1 Multivariate discriminator
Two separate BDT discriminants are trained to discriminate between signal and background events in the W๐ป and๐ ๐ปcategories. The BDT input variables are not significantly correlated with the๐๐ ๐of the Higgs boson candidate. During the BDT training, weights are applied to the signal events that are inversely proportional to the per-event uncertainty on the measured๐๐ ๐, as described in Section5.7.1.
The input variables to the W๐ปcategory BDT are :
โข ๐
T๐ ๐ of the Higgs boson candidate, the๐๐ of the two muons, and the angular separationฮ๐ ๐ ๐ between them.
โข the flavour and the๐
Tof the additional leptonโ
W.
โข ฮ๐(๐ ๐, โ
W),ฮ๐(๐ ๐, โ
W),ฮ๐(๐
1, โ
W)andฮ๐(๐
2, โ
W)
โข The๐ปยฎmiss
T is defined as the negative vector sum of the๐
Tof all jets in the event with ๐
T > 30 GeV and|๐|< 4.7. The transverse mass and angular distances in๐and๐of the combinedโ
Wand๐ปยฎmiss
T system are also considered.
The input variables to the๐ ๐ปcategory BDT are :
โข the mass ๐๐ ๐, ๐
T(๐ ๐) , the ๐๐ ๐ and the ฮ๐ (๐ ๐) of the two leptons from the Z boson candidate.
โข ฮ๐(๐ ๐, ๐ ๐) and cos๐๐ถ ๐(๐ ๐, ๐ ๐)
โข the flavour of the lepton pair associated to the Z boson decay
Figure5.36shows the output of the BDT classifiers in the W๐ป(left) and๐ ๐ป(right) categories. Based on these outputs, events in the W๐ป category are further divided into three subcategories termed W๐ป-cat1, W๐ป-cat2, and W๐ป-cat3. Similarly, events in the ๐ ๐ป category are divided into two subcategories, labelled ๐ ๐ป-cat1 and ๐ ๐ป-cat2. The boundaries of these categories, defined in terms of the BDT discriminant and indicated in Fig.5.36by black dashed vertical lines, are chosen via an optimization strategy analogous to that described in Section5.7.1 for the๐๐ ๐ป category. In this category, the BWZ function (Eqn. 5.11) is used to estimate the total background instead of the mBW (Eqn.5.10).
5.7.2.2 Signal extraction
The systematic uncertainties considered in this analysis are similar to the ggH category (Section 5.7.1). Figure 5.37show the ๐๐ ๐ distributions in the W๐ป (first row) and ๐ ๐ป (second row) event categories. The signal is extracted via a binned maximum-likelihood fit in each event category, where the signal is modelled with a DCB function and the background is modelled with the BWZGamma function in W๐ป-cat1, as defined in Eqn.(5.12) and the BWZ function in the remaining categories, as defined in Eqn.(5.11). A bias test on the choice of the background
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Figure 5.36: The observed BDT output distribution in the W๐ป (left) and ๐ ๐ป (right) categories compared to the prediction from the simulation of various SM background processes. Signal distributions expected from different production modes of the 125 GeV Higgs boson are overlaid. The description of the ratio panel is the same as in Fig.5.34. The dashed vertical lines indicate the boundaries of the optimized event categories.
modelling function is performed similar to Section 5.7.1.2 and is observed to be small and is therefore neglected in the signal extraction. Finally, Table5.6 reports the signal composition in the W๐ปand ๐ ๐ปcategories, along with the hwhm of the expected signal shape. In addition, the estimated number of background events, the S/(S+B) and S/โ
B ratios, and the observation in data within the hwhm of the signal peak are also listed.
Category Sig. W๐ป ๐ ๐ ๐ ๐ป ๐๐ ๐ ๐ป ๐ก ๐ก ๐ป+t๐ป hwhm Bkg. S/(S+B)(%) S/โ
B Data
(%) (%) (%) (%) (GeV) in hwhm in hwhm in hwhm in hwhm
W๐ป-cat1 0.82 76.2 9.6 1.6 12.6 2.00 32.0 1.54 0.09 34
W๐ป-cat2 1.72 80.1 9.1 1.5 9.3 1.80 23.1 4.50 0.23 27
W๐ป-cat3 1.14 85.7 6.7 1.8 4.8 1.90 5.48 12.6 0.35 4
๐ ๐ป-cat1 0.11 โ 82.8 17.2 โ 2.07 2.05 3.29 0.05 4
๐ ๐ป-cat2 0.31 โ 79.6 20.4 โ 1.80 2.19 8.98 0.14 4
Table 5.6: The total expected number of signal events with ๐๐ป =125.38 GeV, the hwhm of the signal peak, the estimated number of background events and the observed number of events withinยฑhwhm, and the S/(S+B)and the S/โ
B ratios computed within the hwhm of the signal peak for each of the optimized event categories defined along the W๐ปand๐ ๐ป BDT outputs.