Plots of 1D correlations of the input variables used for the ANN training

This appendix collects the 1D correlation plots for the input variables used for the ANN training which are correlated more than 40% in the MC prediction. The plots show both pre-fit and post-fit distributions. The plots are organised as follows:

for the (5j,≥4b) region:

1. Centrality_allvs: Fig. C.1)H1_all, HT

2. M^min_bb ^∆Rvs: Fig. C.2)∆η^max_{j j} ^∆η,N₃₀^Higgs

3. ∆R^avg_bb vs: Fig. C.3) Aplan_b-jets, Centrality_all; Fig. C.4)HT

4. p^jet_T⁵ vs: Fig. C.4)∆η^max_{j j} ^∆η; Fig. C.5)N₃₀^Higgs 5. N₃₀^Higgsvs: Fig. C.5)∆η^max_{j j} ^∆η

for the (≥6j,≥4b) region:

1. Centrality_allvs: Fig. C.6)HT , H1_all 2. ∆R^avg_bb vs: Fig. C.7) Aplan_b-jets, HT

3. p^jet_T⁵ vs: Fig. C.8)N₃₀^Higgs for the (≥6j,3b) region:

1. Centrality_allvs: Fig. C.9) Aplan_b-jets,H1_all 2. H^Had_T vs: Fig. C.10)N₃₀^Higgs, p^jet_T⁵

3. Fig. C.11)∆R^avg_bb vs∆R^min∆_uu ^R, M^maxp_{b j} ^T vs M^min∆_bb ^R

C. Plots of 1D correlations of the input variables used for the ANN training

*: normalised to total Bkg.

*: signal normalised to total background

(a)

*: normalised to total Bkg.

*: signal normalised to total background

(b)

220 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(c)

240 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.1.: 1D correlation for input variables with significant correlation in the (5j,≥4b) region. Part 1.

jj )

120 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(a)

120 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

160 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(c)

200 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.2.: 1D correlation for input variables with significant correlation in the (5j,≥4b) region. Part 2.

C. Plots of 1D correlations of the input variables used for the ANN training

*: normalised to total Bkg.

*: signal normalised to total background

(a)

160 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

220 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(c)

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.3.: 1D correlation for input variables with significant correlation in the (5j,≥4b) region. Part 3.

T)

160 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(a)

160 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

100 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(c)

100 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.4.: 1D correlation for input variables with significant correlation in the (5j,≥4b) region. Part 4.

C. Plots of 1D correlations of the input variables used for the ANN training

*: normalised to total Bkg.

*: signal normalised to total background

(a)

*: normalised to total Bkg.

*: signal normalised to total background

(b)

*: normalised to total Bkg.

*: signal normalised to total background

(c)

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.5.: 1D correlation for input variables with significant correlation in the (5j,≥4b) region. Part 5.

T)

*: normalised to total Bkg.

*: signal normalised to total background

(a)

600 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

*: normalised to total Bkg.

*: signal normalised to total background

(c)

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.6.: 1D correlation for input variables with significant correlation in the (≥6j,≥4b) region. Part 1.

C. Plots of 1D correlations of the input variables used for the ANN training

600 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(a)

600 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

450 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(c)

450 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.7.: 1D correlation for input variables with significant correlation in the (≥6j,≥4b) region. Part 2.

<30)

500 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(a)

500 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

Figure C.8.: 1D correlation for input variables with significant correlation in the (≥6j,≥4b) region. Part 3.

C. Plots of 1D correlations of the input variables used for the ANN training

4000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(a)

4000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

*: normalised to total Bkg.

*: signal normalised to total background

(c)

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.9.: 1D correlation for input variables with significant correlation in the (≥6j,3b) region. Part 1.

<30)

3000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(a)

3000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

4500 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(c)

4500 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.10.: 1D correlation for input variables with significant correlation in the (≥6j,3b) region. Part 2.

C. Plots of 1D correlations of the input variables used for the ANN training

7000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(a)

7000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(b)

7000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(c)

7000 ATLAS Internal = 13 TeV, 13.2 fb-1

*: normalised to total Bkg.

*: signal normalised to total background

(d)

Figure C.11.: 1D correlation for input variables with significant correlation in the (≥6j,3b) region. Part 3.

D

Comparison of ANN and BDT Most Important

Im Dokument Search for the Standard Model Higgs boson produced in association with a pair of top quarks and decaying into a bb-pair in the single lepton channel at &radic;s = 13 TeV with the ATLAS experiment at the LHC (Seite 165-177)