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Revision: 1.8
Committed: Mon Jul 28 15:41:27 2008 UTC (16 years, 9 months ago) by vuko
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# User Rev Content
1 beaucero 1.4 \clearpage
2     \newpage
3 beaucero 1.1 \appendix
4     \section{Additional Cross Check on Background Estimation Studies}
5    
6 vuko 1.8 In Figure~\ref{fig:AllFits}, the fit approximation of the invariant
7 beaucero 1.1 mass of \Z boson candidate is shown for each channel and for loose and
8     tight criteria. The fit is performed using an addition of a
9     convolution of a Gaussian and Breit-Wigner function and a line in
10 beaucero 1.4 order to fit the background. It has to be noticed that due to a lack
11 vuko 1.8 of statistics in chowder soup, all bins with 0 events from chowder have
12 beaucero 1.4 been modified in order to avoid to have an error at 0. The
13     corresponding error in the bin with no event correspond to the weight
14     of each process in Chowder soup. One can see that the errors are
15 vuko 1.8 large, and the fit is then not really constrained.
16 beaucero 1.1
17    
18     \begin{figure}[hbt]
19     \begin{center}
20     \scalebox{0.3}{\includegraphics{figs/Fit3eLoose.eps}\includegraphics{figs/Fit3eTight.eps}}\\
21     \scalebox{0.3}{\includegraphics{figs/Fit2e1muLoose.eps}\includegraphics{figs/Fit2e1muTight.eps}}\\
22     \scalebox{0.3}{\includegraphics{figs/Fit2mu1eLoose.eps}\includegraphics{figs/Fit2mu1eTight.eps}}\\
23     \scalebox{0.3}{\includegraphics{figs/Fit3muLoose.eps}\includegraphics{figs/Fit3muTight.eps}}\\
24 vuko 1.8 \caption{Invariant mass of \Z boson candidate for the different samples studied on the left when the lepton pass the loose criteria, on the right when the lepton pass the tight criteria.}
25 beaucero 1.1 \label{fig:AllFits}
26     \end{center}
27     \end{figure}
28    
29    
30     The linear fit will take into account the background with non-genuine
31     \Z candidate but it will also account for some part of \Z+jets and
32     $Zb\bar{b}$ background as the gamma$^*$ will populate the side band.
33     The comparison can be seen in table~\ref{tab:CompFit}.
34     \begin{table}[h]
35     \begin{center}
36     \begin{tabular}{|l|c|c|c|c|c|c|c|} \hline
37     & \multicolumn{2}{c|}{Background with genuine \Z} & \multicolumn{4}{c|}{Background without
38     genuine \Z boson} \\
39     Channel & $\Z+jets$ & $\Z b\bar{b}$ & $t\bar{t}$ & $\W+jets$ & $t\bar{t}$ + $\W+jets$ & Fit result \\ \hline
40 beaucero 1.6 $3e$ Loose &7.1 & 2.9 & 1.1 & 0.4 & 1.5 & 1.5$ \pm $3.0 \\\hline
41     $3e$ Tight &2.0 & 1.2 & 0.6 & 0.4 & 1.0 & 1.1$ \pm $2.8 \\\hline
42     $2e1mu$ Loose &4.0 & 4.7 & 6.2 & 0.0 & 6.2 & 6.0$ \pm $4.1 \\\hline
43     $2e1mu$ Tight &0.0 & 0.1 & 0.7 & 0.0 & 0.7 & 1.0$ \pm $2.8 \\\hline
44     $2mu1e$ Loose &10.1 & 2.9 & 0.8 & 0.0 & 0.8 & 1.6$ \pm $3.1 \\\hline
45     $2mu1e$ Tight &1.8 & 1.3 & 0.6 & 0.0 & 0.6 & 1.0$ \pm $2.7 \\\hline
46     $3mu$ Loose &4.5 & 4.2 & 5.9 & 0.0 & 5.9 & 3.1$ \pm $3.5 \\\hline
47     $3mu$ Tight &0.1 & 0.3 & 0.3 & 0.0 & 0.3 & 0.5$ \pm $2.5 \\\hline
48 beaucero 1.1 \end{tabular}
49     \end{center}
50     \caption{Comparison between Monte Carlo truth information and the results of the fit for the background without genuine \Z boson. Number of events are obtained in the invariant mass range between 81 and 101 GeV. The ``Loose'' and ``Tight'' selection criteria applied for third lepton considered.
51     }
52     \label{tab:CompFit}
53     \end{table}
54    
55    
56     Nevertheless in association with the matrix method the background is
57 vuko 1.8 well estimated as one can see in table~\ref{tab:FinalXC}.The corresponding figures can be
58     seen in Figures~\ref{fig:FinalMatrix3e}, \ref{fig:FinalMatrix2e1mu}, \ref{fig:FinalMatrix2mu1e} and \ref{fig:FinalMatrix3mu}
59 beaucero 1.4 for $3e$, $2e1\mu$, $2\mu1e$ and $3\mu$ channels respectively.
60 beaucero 1.1
61     \begin{table}[h]
62     \begin{center}
63     \begin{tabular}{lcccc} \hline \hline
64     & 3e &2e1$\mu$ &2$\mu$1e &3$\mu$\\ \hline
65 beaucero 1.6 $N$ - ZZ -Zgamma &12.4$\pm$1.0 &8.7$\pm$0.0&13.1$\pm$0.9&10.6$\pm$0.0\\ \hline
66     $N^{non genuine Z}$ (Fit)&1.1$\pm$2.8&1.0$\pm$2.8&1.0$\pm$2.7&0.5$\pm$2.5\\ \hline
67     $N^{genuine Z}$ (matrix method)&3.2 $\pm$1.8&0.9 $\pm$1.1&4.6 $\pm$2.1&0.9 $\pm$1.1\\ \hline
68     $N^{WZ}$ & 8.2$\pm$3.5&7.7 $\pm$3.2 &7.6$\pm$3.5&9.6 $\pm$2.8\\ \hline
69 beaucero 1.5 \WZ from MC &7.9&8.1& 9.0 &10.1\\
70 beaucero 1.1
71     \hline
72     \end{tabular}
73    
74     \caption{Expected number of selected events for an integrated luminosity of 300
75     pb$^{-1}$ for the signal and estimated background with 81 GeV $< M_Z < $ 101 GeV.}
76     \label{tab:FinalXC}
77     \end{center}
78     \end{table}
79    
80 beaucero 1.5
81     \begin{table}[h]
82     \begin{center}
83     \begin{tabular}{lcccc} \hline \hline
84     & 3e &2e1$\mu$ &2$\mu$1e &3$\mu$\\ \hline
85 beaucero 1.6 $N$ - ZZ -Zgamma &19.9$\pm$1.0&23.6$\pm$0.0&23.4$\pm$1.0&25.5$\pm$0.0\\ \hline
86     $N^{non genuine Z}$ (Fit)&1.5$\pm$3.0&6.0$\pm$4.1&1.6$\pm$3.1&3.1$\pm$3.5\\ \hline
87     $N^{genuine Z}$ (matrix method)&10.1 $\pm$6.8&15.8 $\pm$8.4&14.5 $\pm$6.8&15.8 $\pm$5.7\\ \hline
88     $N^{WZ}$ & 8.8$\pm$7.5&7.8$\pm$11.1&7.9$\pm$7.6&9.8 $\pm$7.4\\ \hline
89 beaucero 1.5 \WZ from MC &8.1&9.0& 9.2 &11.3\\
90    
91     \hline
92     \end{tabular}
93    
94     \caption{Loose Sample: Expected number of selected events for an integrated luminosity of 300
95     pb$^{-1}$ for the signal and estimated background with 81 GeV $< M_Z < $ 101 GeV.}
96     \label{tab:FinalXCLoose}
97     \end{center}
98     \end{table}
99    
100 beaucero 1.4 \begin{figure}[hbt]
101     \begin{center}
102     \scalebox{0.8}{\includegraphics{figs/MatrixMethod3eLooseTightZmassMWtCut.eps}}
103 vuko 1.8 \caption{Result of Matrix Method application for $3e$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
104 beaucero 1.4 \label{fig:FinalMatrix3e}
105     \end{center}
106     \end{figure}
107    
108     \begin{figure}[hbt]
109     \begin{center}
110     \scalebox{0.8}{\includegraphics{figs/MatrixMethod2e1muLooseTightZmassMWtCut.eps}}
111 vuko 1.8 \caption{Result of Matrix Method application for $2e1\mu$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
112 beaucero 1.4 \label{fig:FinalMatrix2e1mu}
113     \end{center}
114     \end{figure}
115    
116     \begin{figure}[hbt]
117     \begin{center}
118     \scalebox{0.8}{\includegraphics{figs/MatrixMethod2mu1eLooseTightZmassMWtCut.eps}}
119 vuko 1.8 \caption{Result of Matrix Method application for $2\mu1e$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
120 beaucero 1.4 \label{fig:FinalMatrix2mu1e}
121     \end{center}
122     \end{figure}
123 beaucero 1.2
124 beaucero 1.4 \begin{figure}[hbt]
125     \begin{center}
126     \scalebox{0.8}{\includegraphics{figs/MatrixMethod3muLooseTightZmassMWtCut.eps}}
127 vuko 1.8 \caption{Result of Matrix Method application for $3\mu$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
128 beaucero 1.4 \label{fig:FinalMatrix3mu}
129     \end{center}
130     \end{figure}
131 beaucero 1.2
132    
133    
134     Check on Without MWtCut Samples~\ref{tab:FitNoMWt} (Linear Fit):
135     \begin{table}[h]
136     \begin{center}
137     \begin{tabular}{|l|c|c|c|c|c|c|c|} \hline
138     & \multicolumn{2}{c|}{Background with genuine \Z} & \multicolumn{4}{c|}{Background without
139     genuine \Z boson} \\
140     Channel & $\Z+jets$ & $\Z b\bar{b}$ & $t\bar{t}$ & $\W+jets$ & $t\bar{t}$ + $\W+jets$ & Fit result \\ \hline
141 beaucero 1.6 $3e$ Loose &44.6 & 12.7 & 1.6 & 0.4 & 2.0 & 6.6$\pm$4.2 \\\hline
142     $3e$ Tight &13.9 & 5.0 & 0.8 & 0.4 & 1.2 & 3.8$\pm$3.5 \\\hline
143     $2e1mu$ Loose &41.5 & 78.9 & 12.6 & 0 & 12.6 & 16.9$\pm$5.5 \\\hline
144     $2e1mu$ Tight &1.0 & 2.0 & 0.9 & 0 & 0.9 & 1.5$\pm$3.2 \\\hline
145     $2mu1e$ Loose &56.3 & 15.4 & 1.9 & 0 & 1.9 & 6.9$\pm$4.4 \\\hline
146     $2mu1e$ Tight &17.3 & 5.6 & 0.8 & 0 & 0.8 & 4.1$\pm$2.5 \\\hline
147     $3mu$ Loose &43.7 & 84.9 & 12.0 & 0 & 12.0 & 11.0$\pm$5.0 \\\hline
148     $3mu$ Tight &0.8 & 2.3 & 0.3 & 0 & 0.3 & 0.8$\pm$2.8 \\\hline
149 beaucero 1.2 \end{tabular}
150     \end{center}
151     \caption{Comparison between Monte Carlo truth information and the results of the fit for the background without genuine \Z boson. Number of events are obtained in the invariant mass range between 81 and 101 GeV. The ``Loose'' and ``Tight'' selection criteria applied for third lepton considered.
152     %I AM NOT SURE I UNDERSTAND WHAT IS WRITTEN HERE
153     % One has to consider that this study as been perform on a smaller sample than the other part of the analysis a 10\% statistics error as to be counted until the study is performed on the whole samples.
154     }
155     \label{tab:FitNoMWt}
156     \end{table}
157    
158    
159 beaucero 1.4 In table~\ref{tab:FinalNoMWtCut}, the final results are presented if
160     we remove the cut on the W transverse mass. Everthing is still in
161 vuko 1.8 perfect agreement... The corresponding figures can be
162     seen in Figures~\ref{fig:FinalMatrix3eNoWtCut}, \ref{fig:FinalMatrix2e1muNoWtCut},
163     \ref{fig:FinalMatrix2mu1eNoWtCut} and \ref{fig:FinalMatrix3muNoWtCut}
164 beaucero 1.4 for $3e$, $2e1\mu$, $2\mu1e$ and $3\mu$ channels respectively.
165 beaucero 1.2
166     \begin{table}[h]
167     \begin{center}
168     \begin{tabular}{lcccc} \hline \hline
169     & 3e &2e1$\mu$ &2$\mu$1e &3$\mu$\\ \hline
170 beaucero 1.7 $N$ - ZZ -Zgamma &36.0$\pm$7.1&15.9$\pm$0.0&40.2$\pm$5.7&18.0$\pm$0.0\\ \hline
171     $N^{non genuine Z}$ (Fit)&3.8$\pm$3.5&1.5$\pm$3.2&4.1$\pm$2.5&0.8$\pm$2.8\\ \hline
172     $N^{genuine Z}$ (matrix method)&18.7 $\pm$6.1&8.4 $\pm$6.6&23.4 $\pm$7.5& 8.9 $\pm$7.1\\ \hline
173     $N^{WZ}$ &10.1 $\pm$8.0&7.6 $\pm$7.5&11.0 $\pm$8.9& 9.1 $\pm$7.6\\ \hline
174 beaucero 1.6 \WZ from MC &11.6&12.3& 13.3 &14.9\\
175 beaucero 1.2
176     \hline
177     \end{tabular}
178    
179     \caption{Expected number of selected events for an integrated luminosity of 300
180     pb$^{-1}$ for the signal and estimated background with 81 GeV $< M_Z < $ 101 GeV.}
181 beaucero 1.3 \label{tab:FinalNoMWtCut}
182 beaucero 1.2 \end{center}
183     \end{table}
184 beaucero 1.4
185 beaucero 1.6 \begin{table}[h]
186     \begin{center}
187     \begin{tabular}{lcccc} \hline \hline
188     & 3e &2e1$\mu$ &2$\mu$1e &3$\mu$\\ \hline
189 beaucero 1.7 $N$ - ZZ -Zgamma &75.3$\pm$7.3&146.6$\pm$0.0&90.4$\pm$5.9&156.9$\pm$0.0\\ \hline
190     $N^{non genuine Z}$ (Fit)&6.6$\pm$4.2&16.9$\pm$5.5&6.9$\pm$4.4&11.0$\pm$5.0\\ \hline
191     $N^{genuine Z}$ (matrix method)&58.5 $\pm$14.4&139.2 $\pm$20.3&73.2 $\pm$14.9& 147.7 $\pm$14.7\\ \hline
192     $N^{WZ}$ &9.5$\pm$16.4&7.4 $\pm$27.0&11.3 $\pm$17.0& 9.2 $\pm$19.0\\\hline
193 beaucero 1.6 \WZ from MC &12.0&14.2& 13.6 &17.2\\
194    
195     \hline
196     \end{tabular}
197    
198     \caption{Loose Sample: Expected number of selected events for an integrated luminosity of 300
199     pb$^{-1}$ for the signal and estimated background with 81 GeV $< M_Z < $ 101 GeV.}
200     \label{tab:FinalNoMWtCutLoose}
201     \end{center}
202     \end{table}
203    
204 beaucero 1.4 \begin{figure}[hbt]
205     \begin{center}
206 vuko 1.8 <<<<<<< AppendixFitTest.tex
207     \scalebox{0.8}{\includegraphics{figs/MatrixMethod3eLooseTightZmassNoCutMWt.eps}}
208     \caption{Before M$_T$(W) criteria: Result of Matrix Method application for $3e$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
209     =======
210 beaucero 1.7 \scalebox{0.8}{\includegraphics{figs/MatrixMethod3eLooseTightZmassMWtCutNoFit.eps}}
211 beaucero 1.4 \caption{Before M$_T$(W) criteria: Result of Matrix Method application for $3e$ channel for Invariante mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
212 vuko 1.8 >>>>>>> 1.7
213 beaucero 1.4 \label{fig:FinalMatrix3eNoWtCut}
214     \end{center}
215     \end{figure}
216    
217     \begin{figure}[hbt]
218     \begin{center}
219 vuko 1.8 <<<<<<< AppendixFitTest.tex
220     \scalebox{0.8}{\includegraphics{figs/MatrixMethod2e1muLooseTightZmassNoCutMWt.eps}}
221     \caption{Before M$_T$(W) criteria: Result of Matrix Method application for $2e1\mu$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
222     =======
223 beaucero 1.7 \scalebox{0.8}{\includegraphics{figs/MatrixMethod2e1muLooseTightZmassMWtCutNoFit.eps}}
224 beaucero 1.4 \caption{Before M$_T$(W) criteria: Result of Matrix Method application for $2e1\mu$ channel for Invariante mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
225 vuko 1.8 >>>>>>> 1.7
226 beaucero 1.4 \label{fig:FinalMatrix2e1muNoWtCut}
227     \end{center}
228     \end{figure}
229    
230     \begin{figure}[hbt]
231     \begin{center}
232 vuko 1.8 <<<<<<< AppendixFitTest.tex
233     \scalebox{0.8}{\includegraphics{figs/MatrixMethod2mu1eLooseTightZmassNoCutMWt.eps}}
234     \caption{Before M$_T$(W) criteria: Result of Matrix Method application for $2\mu1e$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
235     =======
236 beaucero 1.7 \scalebox{0.8}{\includegraphics{figs/MatrixMethod2mu1eLooseTightZmassMWtCutNoFit.eps}}
237 beaucero 1.4 \caption{Before M$_T$(W) criteria: Result of Matrix Method application for $2\mu1e$ channel for Invariante mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
238 vuko 1.8 >>>>>>> 1.7
239 beaucero 1.4 \label{fig:FinalMatrix2mu1eNoWtCut}
240     \end{center}
241     \end{figure}
242    
243     \begin{figure}[hbt]
244     \begin{center}
245     \scalebox{0.8}{\includegraphics{figs/MatrixMethod3muLooseTightZmassNoCutMWt.eps}}
246 vuko 1.8 \caption{Before M$_T$(W) criteria: Result of Matrix Method application for $3\mu$ channel for Invariant mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
247 beaucero 1.4 \label{fig:FinalMatrix3muNoWtCut}
248     \end{center}
249     \end{figure}
250    
251    
252 beaucero 1.6 WIHTOUT FITTING:
253 beaucero 1.4 \begin{table}[h]
254 beaucero 1.6 \begin{center}
255     \begin{tabular}{lcccc} \hline \hline
256     & 3e &2e1$\mu$ &2$\mu$1e &3$\mu$\\ \hline
257 beaucero 1.7 $N$ - ZZ -Zgamma &12.4$\pm$1.0 &8.7$\pm$0&13.1$\pm$0.9&10.6$\pm$0.0\\ \hline
258     $N^{genuine Z}$ (matrix method)&3.2 $\pm$1.6&15.8 $\pm$0.7&4.6 $\pm$1.9&0.9 $\pm$1.1\\ \hline
259     $N^{WZ}$ &8.2 $\pm$1.6&7.8 $\pm$0.7&7.6 $\pm$1.9&9.6$\pm$1.1\\ \hline
260 beaucero 1.6 \WZ from MC &7.9&8.1& 9.0 &10.1\\
261    
262     \hline
263     \end{tabular}
264    
265     \caption{Expected number of selected events for an integrated luminosity of 300
266     pb$^{-1}$ for the signal and estimated background with 81 GeV $< M_Z < $ 101 GeV.}
267     \label{tab:FinalNoFit}
268     \end{center}
269     \end{table}
270    
271     \begin{table}[h]
272     \begin{center}
273     \begin{tabular}{lcccc} \hline \hline
274     & 3e &2e1$\mu$ &2$\mu$1e &3$\mu$\\ \hline
275 beaucero 1.7 $N$ - ZZ -Zgamma &19.9$\pm$1.0&23.6$\pm$0.0&23.4$\pm$1.0&25.5$\pm$0.0\\ \hline
276     $N^{genuine Z}$ (matrix method)&10.1 $\pm$0.6&0.9 $\pm$1.0&14.5 $\pm$0.9&15.8 $\pm$0.7\\ \hline
277     $N^{WZ}$ &8.8 $\pm$0.6&7.7 $\pm$1.0&7.9 $\pm$0.9&9.8 $\pm$0.7\\ \hline
278 beaucero 1.6 \WZ from MC &8.1&9.0& 9.2 &11.3\\
279    
280     \hline
281 beaucero 1.4 \end{tabular}
282 beaucero 1.6
283     \caption{Loose Sample: Expected number of selected events for an integrated luminosity of 300
284     pb$^{-1}$ for the signal and estimated background with 81 GeV $< M_Z < $ 101 GeV.}
285     \label{tab:FinalNoFitLoose}
286 beaucero 1.4 \end{center}
287     \end{table}
288 beaucero 1.7 \clearpage
289    
290     \begin{figure}[hbt]
291     \begin{center}
292     \scalebox{0.8}{\includegraphics{figs/MatrixMethod3eLooseTightZmassMWtCutNoFit.eps}}
293     \caption{No fit line: Result of Matrix Method application for $3e$ channel for Invariante mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
294     \label{fig:FinalMatrix3eNoFit}
295     \end{center}
296     \end{figure}
297    
298     \begin{figure}[hbt]
299     \begin{center}
300     \scalebox{0.8}{\includegraphics{figs/MatrixMethod2e1muLooseTightZmassMWtCutNoFit.eps}}
301     \caption{No fit line: Result of Matrix Method application for $2e1\mu$ channel for Invariante mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
302     \label{fig:FinalMatrix2e1muNoFit}
303     \end{center}
304     \end{figure}
305    
306     \begin{figure}[hbt]
307     \begin{center}
308     \scalebox{0.8}{\includegraphics{figs/MatrixMethod2mu1eLooseTightZmassMWtCutNoFit.eps}}
309     \caption{No fit line: Result of Matrix Method application for $2\mu1e$ channel for Invariante mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
310     \label{fig:FinalMatrix2mu1eNoFit}
311     \end{center}
312     \end{figure}
313    
314     \begin{figure}[hbt]
315     \begin{center}
316     \scalebox{0.8}{\includegraphics{figs/MatrixMethod3muLooseTightZmassMWtCutNoFit.eps}}
317     \caption{No fit line: Result of Matrix Method application for $3\mu$ channel for Invariante mass of \Z boson candidate plot (a) and (c) when the lepton pass the loose criteria, (b) and (d) when the lepton pass the tight criteria. (a) and (b) represent the estimation of the background, (c) and (d) represent estimation of signal.}
318     \label{fig:FinalMatrix3muNoFit}
319     \end{center}
320     \end{figure}